Feature Selection¶
This '.ipynb' file contains three main methods for feature selection:
- Feature reduction (Many techniques)
- PCA (Standalone)
- Research Features
Al of these methods wil have agressive feature reduction to reduce the total feature count of a litte over 32000 down to a manageble count around 10 - 25 features, valuable for training. This wil be done trough various methods:
- Keeping Target Clinical Feature
- Fracting Thresholding
- Variance Thresholding
- Correlation Thresholding
- Lasso Regression
- KBest Selection
- PCA Reduction
- Research Findings
By aplying al of these feature reducing methods whe hope to reduce the total feature count and still keep valuable features that could server for a wel performing model.
Some extra filtering and categorising is applies to the dataset, to have the set be fully ready for training and evaluation:
- Dropping duplicates
- Dropping NaN values
- Dropping Mixed Data types
1. Understanding the dataset¶
The preprocessed dataset is loaded in, and two small functions are defined to retrieve the clinical and gene columns respectably. Some general information is printed to the screen to get a sense of the scale and size of the dataset. Next to this, a small graph is plotted to view the distribution of the histology types.
In [1406]:
from matplotlib import pyplot as plt
import pandas as pd
# Loading the preprocessed dataset
dataFrame: pd.DataFrame = pd.read_csv('./DatasetParser/Dataset/ProcessedFiles/merged_data.csv', low_memory=False)
# Filtering the feature columns by a specific prefix to isolate gene expression data
def getGeneColumns() -> list[str]:
return [col for col in dataFrame.columns if 'unstranded' in col]
# Al the non-gene columns are considered clinical columns
def getClinicalColumns() -> list[str]:
geneColumns: set[str] = set(getGeneColumns())
return [col for col in dataFrame.columns if col not in geneColumns]
# Defining the two different types of feature columns
geneColumns: list[str] = getGeneColumns()
allClinicalColumns: list[str] = getClinicalColumns()
# Displaying gene, clinical and total column counts
print(f"Gene columns ({len(geneColumns)}): {geneColumns}")
print(f"Clinical columns ({len(allClinicalColumns)}): {allClinicalColumns}")
print(f"Total columns in the dataset: {len(dataFrame.columns)}")
# Displaying the row count of the dataset
print(f"\nTotal rows in the dataset: {len(dataFrame)}")
# The target feature for model evaluation
targetColumn: str = 'icd_o_3_histology'
# Defining the clinical columns to be retained
clinicalColumns: list[str] = [targetColumn]
Gene columns (16882): ['LINC01587_tpm_unstranded', 'AC000061.1_tpm_unstranded', 'AC016026.1_tpm_unstranded', 'IGF2-AS_tpm_unstranded', 'RRN3P2_tpm_unstranded', 'AC087235.1_tpm_unstranded', 'DLEU2L_tpm_unstranded', 'PINK1-AS_tpm_unstranded', 'SPART-AS1_tpm_unstranded', 'LINC00544_tpm_unstranded', 'KIAA0087_tpm_unstranded', 'AC105760.1_tpm_unstranded', 'MYRF-AS1_tpm_unstranded', 'MIR9-1HG_tpm_unstranded', 'LINC00029_tpm_unstranded', 'FAM182A_tpm_unstranded', 'LINC02871_tpm_unstranded', 'C22orf24_tpm_unstranded', 'TTTY1B_tpm_unstranded', 'TTTY1_tpm_unstranded', 'H19_tpm_unstranded', 'TTTY9B_tpm_unstranded', 'AC091132.1_tpm_unstranded', 'TTTY6_tpm_unstranded', 'TTTY6B_tpm_unstranded', 'LINC00470_tpm_unstranded', 'AL139352.1_tpm_unstranded', 'C7orf69_tpm_unstranded', 'AL355922.1_tpm_unstranded', 'AC027088.1_tpm_unstranded', 'AC062028.1_tpm_unstranded', 'CCDC39_tpm_unstranded', 'LINC01558_tpm_unstranded', 'LINC00525_tpm_unstranded', 'TTTY7_tpm_unstranded', 'TTTY7B_tpm_unstranded', 'SCP2D1-AS1_tpm_unstranded', 'LINC00266-1_tpm_unstranded', 'AL136982.1_tpm_unstranded', 'PART1_tpm_unstranded', 'LINC00467_tpm_unstranded', 'ZFHX2-AS1_tpm_unstranded', 'TUBA3FP_tpm_unstranded', 'C1orf147_tpm_unstranded', 'OBSCN-AS1_tpm_unstranded', 'LINC01931_tpm_unstranded', 'CCDC140_tpm_unstranded', 'LINC01116_tpm_unstranded', 'SNHG16_tpm_unstranded', 'IGF2BP2-AS1_tpm_unstranded', 'LINC01600_tpm_unstranded', 'SMAD5-AS1_tpm_unstranded', 'ZNF22-AS1_tpm_unstranded', 'ZNF667-AS1_tpm_unstranded', 'MIR202HG_tpm_unstranded', 'AL357033.1_tpm_unstranded', 'LINC00905_tpm_unstranded', 'AC090152.1_tpm_unstranded', 'TMEM99_tpm_unstranded', 'LINC00917_tpm_unstranded', 'LINC01620_tpm_unstranded', 'AL512625.1_tpm_unstranded', 'TPT1-AS1_tpm_unstranded', 'LINC00208_tpm_unstranded', 'SHANK2-AS3_tpm_unstranded', 'MIR31HG_tpm_unstranded', 'C11orf40_tpm_unstranded', 'PRSS30P_tpm_unstranded', 'MIR4435-2HG_tpm_unstranded', 'DELEC1_tpm_unstranded', 'CCDC13-AS1_tpm_unstranded', 'AC008080.1_tpm_unstranded', 'AC020659.1_tpm_unstranded', 'DIRC1_tpm_unstranded', 'SNHG11_tpm_unstranded', 'MIR1-1HG-AS1_tpm_unstranded', 'MIR1-1HG_tpm_unstranded', 'GRIK1-AS1_tpm_unstranded', 'SNHG29_tpm_unstranded', 'TMEM51-AS1_tpm_unstranded', 'FAM182B_tpm_unstranded', 'AC007601.1_tpm_unstranded', 'LINC00476_tpm_unstranded', 'LINC02873_tpm_unstranded', 'C15orf54_tpm_unstranded', 'LINC01106_tpm_unstranded', 'ZBTB44-DT_tpm_unstranded', 'LINC02694_tpm_unstranded', 'LINC02880_tpm_unstranded', 'DLEU1_tpm_unstranded', 'RPP38-DT_tpm_unstranded', 'AL138899.1_tpm_unstranded', 'AC104129.1_tpm_unstranded', 'AL033381.1_tpm_unstranded', 'AC008969.1_tpm_unstranded', 'C14orf177_tpm_unstranded', 'C20orf197_tpm_unstranded', 'TTTY14_tpm_unstranded', 'C15orf56_tpm_unstranded', 'LINC00303_tpm_unstranded', 'MIR7-3HG_tpm_unstranded', 'AL358781.1_tpm_unstranded', 'TYMSOS_tpm_unstranded', 'AP000679.1_tpm_unstranded', 'IRAG1-AS1_tpm_unstranded', 'PRDM16-DT_tpm_unstranded', 'LINC01561_tpm_unstranded', 'C8orf31_tpm_unstranded', 'DLGAP1-AS1_tpm_unstranded', 'LINC00469_tpm_unstranded', 'FLJ13224_tpm_unstranded', 'FLJ40194_tpm_unstranded', 'NINJ2-AS1_tpm_unstranded', 'ZFAS1_tpm_unstranded', 'C1orf167-AS1_tpm_unstranded', 'AL355390.1_tpm_unstranded', 'CASC2_tpm_unstranded', 'AC011944.1_tpm_unstranded', 'AC105206.1_tpm_unstranded', 'AC025171.1_tpm_unstranded', 'FAM87B_tpm_unstranded', 'AL162595.1_tpm_unstranded', 'TMEM78_tpm_unstranded', 'TENM3-AS1_tpm_unstranded', 'ZNRF3-AS1_tpm_unstranded', 'AL161668.1_tpm_unstranded', 'FAM27E5_tpm_unstranded', 'C9orf62_tpm_unstranded', 'FAM230I_tpm_unstranded', 'AC068473.1_tpm_unstranded', 'LINC00314_tpm_unstranded', 'C5orf64_tpm_unstranded', 'LMO7DN_tpm_unstranded', 'ADORA2A-AS1_tpm_unstranded', 'LINC00324_tpm_unstranded', 'AC245177.1_tpm_unstranded', 'AC020907.1_tpm_unstranded', 'C9orf106_tpm_unstranded', 'LINC00670_tpm_unstranded', 'MTUS2-AS1_tpm_unstranded', 'LINC00311_tpm_unstranded', 'AL162457.1_tpm_unstranded', 'LINC00174_tpm_unstranded', 'IL6-AS1_tpm_unstranded', 'SLC24A3-AS1_tpm_unstranded', 'LINC01699_tpm_unstranded', 'EIF3J-DT_tpm_unstranded', 'AP003471.1_tpm_unstranded', 'LINC00305_tpm_unstranded', 'FLJ37453_tpm_unstranded', 'AC135776.1_tpm_unstranded', 'PCBP1-AS1_tpm_unstranded', 'PIK3CD-AS1_tpm_unstranded', 'LINC00652_tpm_unstranded', 'LINC02870_tpm_unstranded', 'ACTA2-AS1_tpm_unstranded', 'PRNT_tpm_unstranded', 'LINC00304_tpm_unstranded', 'AC022148.1_tpm_unstranded', 'PRR26_tpm_unstranded', 'C9orf139_tpm_unstranded', 'LINC02363_tpm_unstranded', 'WDFY3-AS2_tpm_unstranded', 'CSNK1G2-AS1_tpm_unstranded', 'LINC01559_tpm_unstranded', 'LINC01555_tpm_unstranded', 'LINC02878_tpm_unstranded', 'AC004832.1_tpm_unstranded', 'FER1L6-AS1_tpm_unstranded', 'HECW1-IT1_tpm_unstranded', 'C6orf223_tpm_unstranded', 'LINC00471_tpm_unstranded', 'CELF2-AS1_tpm_unstranded', 'LINC02724_tpm_unstranded', 'OGFRP1_tpm_unstranded', 'TP53TG1_tpm_unstranded', 'PRR34_tpm_unstranded', 'C17orf77_tpm_unstranded', 'FAM87A_tpm_unstranded', 'AC138028.1_tpm_unstranded', 'LINC00334_tpm_unstranded', 'LINC01006_tpm_unstranded', 'AC239585.1_tpm_unstranded', 'FAM230E_tpm_unstranded', 'PRKCZ-AS1_tpm_unstranded', 'TSPEAR-AS2_tpm_unstranded', 'PRORY_tpm_unstranded', 'AC138356.1_tpm_unstranded', 'WT1-AS_tpm_unstranded', 'LINC01547_tpm_unstranded', 'AC005037.1_tpm_unstranded', 'TTTY8_tpm_unstranded', 'FLJ40288_tpm_unstranded', 'COL18A1-AS1_tpm_unstranded', 'AC131971.1_tpm_unstranded', 'C15orf32_tpm_unstranded', 'LINC00518_tpm_unstranded', 'DOCK8-AS1_tpm_unstranded', 'NCF4-AS1_tpm_unstranded', 'DSCR4_tpm_unstranded', 'SREBF2-AS1_tpm_unstranded', 'C11orf72_tpm_unstranded', 'LINC00315_tpm_unstranded', 'UMODL1-AS1_tpm_unstranded', 'AP001062.1_tpm_unstranded', 'AC132216.1_tpm_unstranded', 'FAM167A-AS1_tpm_unstranded', 'B3GALT5-AS1_tpm_unstranded', 'LINC00308_tpm_unstranded', 'TTTY13_tpm_unstranded', 'AC000068.1_tpm_unstranded', 'LINC00482_tpm_unstranded', 'LINC00313_tpm_unstranded', 'WASIR1_tpm_unstranded', 'TMEM105_tpm_unstranded', 'LINC00158_tpm_unstranded', 'SPATA8_tpm_unstranded', 'TTTY8B_tpm_unstranded', 'HDHD5-AS1_tpm_unstranded', 'LINC01405_tpm_unstranded', 'LINC00839_tpm_unstranded', 'AC021092.1_tpm_unstranded', 'MATN1-AS1_tpm_unstranded', 'LINC02610_tpm_unstranded', 'MIR22HG_tpm_unstranded', 'KTN1-AS1_tpm_unstranded', 'LINC01551_tpm_unstranded', 'LINC00207_tpm_unstranded', 'LINC02875_tpm_unstranded', 'AC092118.1_tpm_unstranded', 'AC100800.1_tpm_unstranded', 'LINC02583_tpm_unstranded', 'TCL6_tpm_unstranded', 'AC097382.1_tpm_unstranded', 'AC091057.1_tpm_unstranded', 'FAM230D_tpm_unstranded', 'SNHG28_tpm_unstranded', 'LINC00265_tpm_unstranded', 'PP7080_tpm_unstranded', 'FAM230G_tpm_unstranded', 'AC092171.1_tpm_unstranded', 'C22orf34_tpm_unstranded', 'AC010969.1_tpm_unstranded', 'LINC00319_tpm_unstranded', 'CYP51A1-AS1_tpm_unstranded', 'LINC00910_tpm_unstranded', 'LINC00994_tpm_unstranded', 'PAX8-AS1_tpm_unstranded', 'AC069277.1_tpm_unstranded', 'LINC00943_tpm_unstranded', 'LINC01164_tpm_unstranded', 'ANKRD62P1-PARP4P3_tpm_unstranded', 'AC073349.1_tpm_unstranded', 'SPATA41_tpm_unstranded', 'SPAG16-DT_tpm_unstranded', 'C8orf86_tpm_unstranded', 'COLCA1_tpm_unstranded', 'RNF216P1_tpm_unstranded', 'LINC00615_tpm_unstranded', 'LINC00523_tpm_unstranded', 'GARS1-DT_tpm_unstranded', 'C9orf163_tpm_unstranded', 'AL138767.1_tpm_unstranded', 'LUADT1_tpm_unstranded', 'LINC00173_tpm_unstranded', 'PDXDC2P-NPIPB14P_tpm_unstranded', 'LINC01560_tpm_unstranded', 'SNHG17_tpm_unstranded', 'AC079612.1_tpm_unstranded', 'CTBP1-DT_tpm_unstranded', 'AC090286.1_tpm_unstranded', 'SCOC-AS1_tpm_unstranded', 'GPRACR_tpm_unstranded', 'NPSR1-AS1_tpm_unstranded', 'AC068631.1_tpm_unstranded', 'LINC02291_tpm_unstranded', 'CH17-340M24.3_tpm_unstranded', 'MIRLET7BHG_tpm_unstranded', 'AP000550.1_tpm_unstranded', 'LINC00336_tpm_unstranded', 'RAMP2-AS1_tpm_unstranded', 'HMGA2-AS1_tpm_unstranded', 'GATA3-AS1_tpm_unstranded', 'C17orf102_tpm_unstranded', 'AC008543.1_tpm_unstranded', 'AC003975.1_tpm_unstranded', 'LINC00477_tpm_unstranded', 'IRF1-AS1_tpm_unstranded', 'HHLA3_tpm_unstranded', 'AC068051.1_tpm_unstranded', 'ATP11AUN_tpm_unstranded', 'AC106870.1_tpm_unstranded', 'AC007952.1_tpm_unstranded', 'AL157838.1_tpm_unstranded', 'C14orf178_tpm_unstranded', 'AC011450.1_tpm_unstranded', 'AC122129.1_tpm_unstranded', 'MDS2_tpm_unstranded', 'CYYR1-AS1_tpm_unstranded', 'SNHG12_tpm_unstranded', 'DSCR8_tpm_unstranded', 'AC025279.1_tpm_unstranded', 'AFDN-DT_tpm_unstranded', 'AL354714.1_tpm_unstranded', 'LINC02692_tpm_unstranded', 'FLVCR1-DT_tpm_unstranded', 'AC007920.1_tpm_unstranded', 'NBR2_tpm_unstranded', 'C3orf35_tpm_unstranded', 'AC135895.1_tpm_unstranded', 'LINC01565_tpm_unstranded', 'SSBP3-AS1_tpm_unstranded', 'AC013549.1_tpm_unstranded', 'AL157414.1_tpm_unstranded', 'AL590705.1_tpm_unstranded', 'KIAA1671-AS1_tpm_unstranded', 'TDRKH-AS1_tpm_unstranded', 'FAM78B-AS1_tpm_unstranded', 'CARNMT1-AS1_tpm_unstranded', 'AL445248.1_tpm_unstranded', 'AC012358.1_tpm_unstranded', 'AP003027.1_tpm_unstranded', 'AC006019.1_tpm_unstranded', 'LINC01562_tpm_unstranded', 'POLH-AS1_tpm_unstranded', 'AL390760.1_tpm_unstranded', 'AC105020.1_tpm_unstranded', 'AC015969.1_tpm_unstranded', 'AL591503.1_tpm_unstranded', 'AL353740.1_tpm_unstranded', 'LINC00449_tpm_unstranded', 'SUGCT-AS1_tpm_unstranded', 'AL354956.1_tpm_unstranded', 'AC009163.1_tpm_unstranded', 'AL133216.1_tpm_unstranded', 'PDCD4-AS1_tpm_unstranded', 'AL139390.1_tpm_unstranded', 'RBMS3-AS2_tpm_unstranded', 'AP000753.1_tpm_unstranded', 'SCUBE1-AS1_tpm_unstranded', 'AL450313.1_tpm_unstranded', 'LINC02408_tpm_unstranded', 'IGBP1-AS1_tpm_unstranded', 'AC005342.1_tpm_unstranded', 'LINC00970_tpm_unstranded', 'AC096543.1_tpm_unstranded', 'AL354919.1_tpm_unstranded', 'AC144450.1_tpm_unstranded', 'AC012456.1_tpm_unstranded', 'AC083799.1_tpm_unstranded', 'LINC00501_tpm_unstranded', 'LINC01285_tpm_unstranded', 'IBA57-DT_tpm_unstranded', 'LINC02487_tpm_unstranded', 'SERTAD4-AS1_tpm_unstranded', 'MIR29B2CHG_tpm_unstranded', 'C6orf99_tpm_unstranded', 'LINC00862_tpm_unstranded', 'LINC00272_tpm_unstranded', 'PRDX6-AS1_tpm_unstranded', 'LINC00222_tpm_unstranded', 'ADAMTSL4-AS1_tpm_unstranded', 'BVES-AS1_tpm_unstranded', 'LIN28B-AS1_tpm_unstranded', 'LINC02868_tpm_unstranded', 'ATP1A1-AS1_tpm_unstranded', 'SNHG5_tpm_unstranded', 'ADD3-AS1_tpm_unstranded', 'SPATA42_tpm_unstranded', 'AL121827.1_tpm_unstranded', 'LINC00632_tpm_unstranded', 'AL354984.1_tpm_unstranded', 'AL772363.1_tpm_unstranded', 'ARRDC1-AS1_tpm_unstranded', 'LINC01270_tpm_unstranded', 'COL5A1-AS1_tpm_unstranded', 'SLC12A5-AS1_tpm_unstranded', 'AL391421.1_tpm_unstranded', 'LINC00963_tpm_unstranded', 'AL158151.1_tpm_unstranded', 'TDRG1_tpm_unstranded', 'LINC00951_tpm_unstranded', 'LINC02520_tpm_unstranded', 'AL162293.1_tpm_unstranded', 'LINC00474_tpm_unstranded', 'GDF5-AS1_tpm_unstranded', 'LINC02731_tpm_unstranded', 'LINC00587_tpm_unstranded', 'PSMB8-AS1_tpm_unstranded', 'LINC01993_tpm_unstranded', 'LINC01973_tpm_unstranded', 'LINC02783_tpm_unstranded', 'PKP4-AS1_tpm_unstranded', 'SNHG32_tpm_unstranded', 'NOL4L-DT_tpm_unstranded', 'AL359649.1_tpm_unstranded', 'LINC02872_tpm_unstranded', 'LINC01854_tpm_unstranded', 'C1orf195_tpm_unstranded', 'PSORS1C3_tpm_unstranded', 'ACOXL-AS1_tpm_unstranded', 'AC027801.1_tpm_unstranded', 'LINC01123_tpm_unstranded', 'LINC01257_tpm_unstranded', 'AC115618.1_tpm_unstranded', 'HCG9_tpm_unstranded', 'C5orf60_tpm_unstranded', 'AC010624.1_tpm_unstranded', 'FAM153CP_tpm_unstranded', 'MIR1915HG_tpm_unstranded', 'AL133464.1_tpm_unstranded', 'STARD7-AS1_tpm_unstranded', 'MAMDC2-AS1_tpm_unstranded', 'LINC01556_tpm_unstranded', 'LINC01951_tpm_unstranded', 'AC008429.1_tpm_unstranded', 'LINC01291_tpm_unstranded', 'AL590399.1_tpm_unstranded', 'AL935212.1_tpm_unstranded', 'ST8SIA6-AS1_tpm_unstranded', 'AC011484.1_tpm_unstranded', 'FAM201A_tpm_unstranded', 'AC021218.1_tpm_unstranded', 'LINC01545_tpm_unstranded', 'AC007389.1_tpm_unstranded', 'ATP6V0E2-AS1_tpm_unstranded', 'FAM83A-AS1_tpm_unstranded', 'BLACE_tpm_unstranded', 'AP000812.1_tpm_unstranded', 'AC005692.1_tpm_unstranded', 'LINC02138_tpm_unstranded', 'AC092384.1_tpm_unstranded', 'AC134312.1_tpm_unstranded', 'AC118344.1_tpm_unstranded', 'LINC01121_tpm_unstranded', 'LINC02397_tpm_unstranded', 'CLLU1-AS1_tpm_unstranded', 'C2orf91_tpm_unstranded', 'LINC02716_tpm_unstranded', 'C7orf66_tpm_unstranded', 'LINC00654_tpm_unstranded', 'TTLL10-AS1_tpm_unstranded', 'LINC01602_tpm_unstranded', 'AL356414.1_tpm_unstranded', 'AC005863.1_tpm_unstranded', 'LINC01460_tpm_unstranded', 'LINC00661_tpm_unstranded', 'AC007608.1_tpm_unstranded', 'PCBP3-AS1_tpm_unstranded', 'KU-MEL-3_tpm_unstranded', 'AC140658.1_tpm_unstranded', 'CALML3-AS1_tpm_unstranded', 'MAPRE3-AS1_tpm_unstranded', 'AC121338.1_tpm_unstranded', 'C9orf92_tpm_unstranded', 'CHKB-DT_tpm_unstranded', 'AL049775.1_tpm_unstranded', 'LINC01597_tpm_unstranded', 'AP001042.1_tpm_unstranded', 'LINC01446_tpm_unstranded', 'LINC01310_tpm_unstranded', 'LINC00898_tpm_unstranded', 'LINC00583_tpm_unstranded', 'AL035696.1_tpm_unstranded', 'AC020741.1_tpm_unstranded', 'ADARB2-AS1_tpm_unstranded', 'AL359878.1_tpm_unstranded', 'AC083864.1_tpm_unstranded', 'LINC01531_tpm_unstranded', 'DPP9-AS1_tpm_unstranded', 'LOH12CR2_tpm_unstranded', 'AC024132.1_tpm_unstranded', 'LINC00487_tpm_unstranded', 'RFPL3S_tpm_unstranded', 'PCOTH_tpm_unstranded', 'FAM99B_tpm_unstranded', 'FAM99A_tpm_unstranded', 'C1RL-AS1_tpm_unstranded', 'AC108134.1_tpm_unstranded', 'SRRM2-AS1_tpm_unstranded', 'C21orf62-AS1_tpm_unstranded', 'AC105345.1_tpm_unstranded', 'AC074389.1_tpm_unstranded', 'Z99774.1_tpm_unstranded', 'AL121823.1_tpm_unstranded', 'AC006305.1_tpm_unstranded', 'FAM230H_tpm_unstranded', 'LINC02346_tpm_unstranded', 'DUXAP8_tpm_unstranded', 'AL359555.1_tpm_unstranded', 'HCP5_tpm_unstranded', 'HCG27_tpm_unstranded', 'H1-10-AS1_tpm_unstranded', 'KRBOX1-AS1_tpm_unstranded', 'AC022007.1_tpm_unstranded', 'THUMPD3-AS1_tpm_unstranded', 'AP000553.1_tpm_unstranded', 'AL359091.1_tpm_unstranded', 'AP000346.1_tpm_unstranded', 'AC003035.1_tpm_unstranded', 'LINC01089_tpm_unstranded', 'LINC02693_tpm_unstranded', 'LINC02656_tpm_unstranded', 'EWSAT1_tpm_unstranded', 'TTTY2_tpm_unstranded', 'TTTY2B_tpm_unstranded', 'AC093281.1_tpm_unstranded', 'Z97192.1_tpm_unstranded', 'AC016747.1_tpm_unstranded', 'C1orf220_tpm_unstranded', 'Z99572.1_tpm_unstranded', 'AL590867.1_tpm_unstranded', 'Z97192.2_tpm_unstranded', 'LINC00671_tpm_unstranded', 'FIRRE_tpm_unstranded', 'SLX1A-SULT1A3_tpm_unstranded', 'U73169.1_tpm_unstranded', 'ZNF337-AS1_tpm_unstranded', 'LINC01521_tpm_unstranded', 'LIPE-AS1_tpm_unstranded', 'AC019080.1_tpm_unstranded', 'AC007277.1_tpm_unstranded', 'AL157395.1_tpm_unstranded', 'LINC02418_tpm_unstranded', 'LINC02347_tpm_unstranded', 'UCA1_tpm_unstranded', 'PAXIP1-AS2_tpm_unstranded', 'LINC00887_tpm_unstranded', 'LINC02026_tpm_unstranded', 'GCC2-AS1_tpm_unstranded', 'ST7-OT4_tpm_unstranded', 'AC010336.1_tpm_unstranded', 'APTR_tpm_unstranded', 'VAC14-AS1_tpm_unstranded', 'LINC00488_tpm_unstranded', 'KANSL1-AS1_tpm_unstranded', 'LINC02085_tpm_unstranded', 'VPS33B-DT_tpm_unstranded', 'AC087491.1_tpm_unstranded', 'MEG3_tpm_unstranded', 'AC019077.1_tpm_unstranded', 'AC142086.1_tpm_unstranded', 'AC073592.1_tpm_unstranded', 'LINC01913_tpm_unstranded', 'AC116407.1_tpm_unstranded', 'AC005562.1_tpm_unstranded', 'AL161756.1_tpm_unstranded', 'AC010168.1_tpm_unstranded', 'AC112512.1_tpm_unstranded', 'POLR2J4_tpm_unstranded', 'AP000790.1_tpm_unstranded', 'AP002358.1_tpm_unstranded', 'AC090921.1_tpm_unstranded', 'LINC00612_tpm_unstranded', 'AC004540.1_tpm_unstranded', 'LINC00243_tpm_unstranded', 'LINC01588_tpm_unstranded', 'BX546450.1_tpm_unstranded', 'AC104472.1_tpm_unstranded', 'HLA-F-AS1_tpm_unstranded', 'AC113167.1_tpm_unstranded', 'AP000317.1_tpm_unstranded', 'AC005323.1_tpm_unstranded', 'AC129492.1_tpm_unstranded', 'AL645728.1_tpm_unstranded', 'AL008729.1_tpm_unstranded', 'AC131097.1_tpm_unstranded', 'CD27-AS1_tpm_unstranded', 'ALOX12-AS1_tpm_unstranded', 'AC025171.2_tpm_unstranded', 'FAM74A1_tpm_unstranded', 'LINC00588_tpm_unstranded', 'LINC00269_tpm_unstranded', 'BASP1-AS1_tpm_unstranded', 'LINC01020_tpm_unstranded', 'LINC02449_tpm_unstranded', 'LINC02649_tpm_unstranded', 'AC116351.1_tpm_unstranded', 'DHRS4-AS1_tpm_unstranded', 'AC135983.1_tpm_unstranded', 'FAM66B_tpm_unstranded', 'MIR99AHG_tpm_unstranded', 'LL22NC01-81G9.3_tpm_unstranded', 'MIR17HG_tpm_unstranded', 'MCM3AP-AS1_tpm_unstranded', 'AATBC_tpm_unstranded', 'BCRP3_tpm_unstranded', 'LINC00598_tpm_unstranded', 'FAM230B_tpm_unstranded', 'LINC00189_tpm_unstranded', 'TTTY5_tpm_unstranded', 'AC114730.1_tpm_unstranded', 'AC245128.1_tpm_unstranded', 'ARHGAP27P1-BPTFP1-KPNA2P3_tpm_unstranded', 'LINC01139_tpm_unstranded', 'AP002761.1_tpm_unstranded', 'LINC01356_tpm_unstranded', 'LINC02337_tpm_unstranded', 'LINC00955_tpm_unstranded', 'LY86-AS1_tpm_unstranded', 'AC009403.1_tpm_unstranded', 'AC073316.1_tpm_unstranded', 'AL158066.1_tpm_unstranded', 'AC073263.1_tpm_unstranded', 'AC099552.1_tpm_unstranded', 'RBM38-AS1_tpm_unstranded', 'KIRREL3-AS3_tpm_unstranded', 'LINC01644_tpm_unstranded', 'AC110619.1_tpm_unstranded', 'LINC00339_tpm_unstranded', 'MIF-AS1_tpm_unstranded', 'AC008060.1_tpm_unstranded', 'FAM138C_tpm_unstranded', 'AC011298.1_tpm_unstranded', 'AC125494.1_tpm_unstranded', 'AC019155.2_tpm_unstranded', 'ZNF433-AS1_tpm_unstranded', 'LINC02076_tpm_unstranded', 'AC093802.1_tpm_unstranded', 'HTR5A-AS1_tpm_unstranded', 'Z85994.1_tpm_unstranded', 'LL22NC03-63E9.3_tpm_unstranded', 'LINC02531_tpm_unstranded', 'IGBP1-AS2_tpm_unstranded', 'RNU6ATAC35P_tpm_unstranded', 'PPP3CB-AS1_tpm_unstranded', 'GAS8-AS1_tpm_unstranded', 'C7orf65_tpm_unstranded', 'AC020907.2_tpm_unstranded', 'ARIH2OS_tpm_unstranded', 'LINC01465_tpm_unstranded', 'C1orf229_tpm_unstranded', 'EXOC3-AS1_tpm_unstranded', 'AC092675.1_tpm_unstranded', 'AC106876.1_tpm_unstranded', 'LINC02860_tpm_unstranded', 'LINC01118_tpm_unstranded', 'AC064874.1_tpm_unstranded', 'AC005481.1_tpm_unstranded', 'AC011997.1_tpm_unstranded', 'HDAC4-AS1_tpm_unstranded', 'AC112721.1_tpm_unstranded', 'LINC01793_tpm_unstranded', 'AC023469.1_tpm_unstranded', 'AC112721.2_tpm_unstranded', 'LINC01124_tpm_unstranded', 'KIAA2012-AS1_tpm_unstranded', 'CYTOR_tpm_unstranded', 'AP001341.1_tpm_unstranded', 'AC079305.1_tpm_unstranded', 'AL031587.1_tpm_unstranded', 'C10orf55_tpm_unstranded', 'AL158817.1_tpm_unstranded', 'AC137630.1_tpm_unstranded', 'AL359081.1_tpm_unstranded', 'ZNF385D-AS2_tpm_unstranded', 'AL590666.1_tpm_unstranded', 'EHHADH-AS1_tpm_unstranded', 'AC096559.1_tpm_unstranded', 'AC108066.1_tpm_unstranded', 'AC005104.1_tpm_unstranded', 'AL391987.3_tpm_unstranded', 'LINC02661_tpm_unstranded', 'LINC01778_tpm_unstranded', 'LINC02068_tpm_unstranded', 'AL445685.1_tpm_unstranded', 'CLDN10-AS1_tpm_unstranded', 'AL118511.1_tpm_unstranded', 'AP006748.1_tpm_unstranded', 'MEG9_tpm_unstranded', 'LINC00397_tpm_unstranded', 'AL009050.1_tpm_unstranded', 'AC011243.1_tpm_unstranded', 'AC009988.1_tpm_unstranded', 'AC011625.1_tpm_unstranded', 'AC235097.1_tpm_unstranded', 'AL589642.1_tpm_unstranded', 'TH2LCRR_tpm_unstranded', 'AL451065.1_tpm_unstranded', 'LMO7DN-IT1_tpm_unstranded', 'AC004471.1_tpm_unstranded', 'AL353801.1_tpm_unstranded', 'LINC01825_tpm_unstranded', 'AL157371.1_tpm_unstranded', 'LINC02629_tpm_unstranded', 'AC099681.1_tpm_unstranded', 'AL441992.1_tpm_unstranded', 'LINC02238_tpm_unstranded', 'NUTM2A-AS1_tpm_unstranded', 'LINC01615_tpm_unstranded', 'AC092198.1_tpm_unstranded', 'FRMPD4-AS1_tpm_unstranded', 'AL391097.1_tpm_unstranded', 'AL731537.1_tpm_unstranded', 'AL646090.1_tpm_unstranded', 'AL683807.1_tpm_unstranded', 'AFF2-IT1_tpm_unstranded', 'AC010723.1_tpm_unstranded', 'AC093690.1_tpm_unstranded', 'AC092598.1_tpm_unstranded', 'RABGAP1L-IT1_tpm_unstranded', 'AL359094.1_tpm_unstranded', 'AC012506.1_tpm_unstranded', 'HLA-DQB1-AS1_tpm_unstranded', 'AC008164.1_tpm_unstranded', 'AL109947.1_tpm_unstranded', 'AL024497.1_tpm_unstranded', 'LINC00630_tpm_unstranded', 'ACSL6-AS1_tpm_unstranded', 'CCR5AS_tpm_unstranded', 'AC078851.1_tpm_unstranded', 'AC005165.1_tpm_unstranded', 'AP001599.1_tpm_unstranded', 'DHRSX-IT1_tpm_unstranded', 'AL355001.1_tpm_unstranded', 'LINC02665_tpm_unstranded', 'LINC01312_tpm_unstranded', 'LINC01986_tpm_unstranded', 'LINC02142_tpm_unstranded', 'AL138733.1_tpm_unstranded', 'DSCR4-IT1_tpm_unstranded', 'LINC00370_tpm_unstranded', 'AL133268.2_tpm_unstranded', 'LINC01044_tpm_unstranded', 'LINC01120_tpm_unstranded', 'AC012506.2_tpm_unstranded', 'AL121990.1_tpm_unstranded', 'TTTY17C_tpm_unstranded', 'AC008277.1_tpm_unstranded', 'BX284668.1_tpm_unstranded', 'AC002463.1_tpm_unstranded', 'LINC01946_tpm_unstranded', 'AC105275.1_tpm_unstranded', 'AC106786.1_tpm_unstranded', 'AL078459.1_tpm_unstranded', 'AC245052.1_tpm_unstranded', 'SAMSN1-AS1_tpm_unstranded', 'AC000058.1_tpm_unstranded', 'AL357033.2_tpm_unstranded', 'AC093117.1_tpm_unstranded', 'LINC00571_tpm_unstranded', 'DIP2A-IT1_tpm_unstranded', 'FO393418.1_tpm_unstranded', 'AF230666.1_tpm_unstranded', 'RAET1E-AS1_tpm_unstranded', 'LINC01422_tpm_unstranded', 'AC069213.1_tpm_unstranded', 'LINC02601_tpm_unstranded', 'LINC01208_tpm_unstranded', 'AL135785.1_tpm_unstranded', 'AL109659.1_tpm_unstranded', 'AC009226.1_tpm_unstranded', 'AL020994.1_tpm_unstranded', 'AC034195.1_tpm_unstranded', 'LINC02247_tpm_unstranded', 'AL359706.1_tpm_unstranded', 'LAPTM4A-DT_tpm_unstranded', 'AC112495.1_tpm_unstranded', 'CCDC18-AS1_tpm_unstranded', 'MIR503HG_tpm_unstranded', 'AC116609.1_tpm_unstranded', 'AC008073.1_tpm_unstranded', 'AL138767.2_tpm_unstranded', 'LINC02593_tpm_unstranded', 'LINC01626_tpm_unstranded', 'LINC00205_tpm_unstranded', 'CACNA2D1-AS1_tpm_unstranded', 'AL513217.1_tpm_unstranded', 'LGALS8-AS1_tpm_unstranded', 'LINC01983_tpm_unstranded', 'LINP1_tpm_unstranded', 'AL357507.1_tpm_unstranded', 'UBE2E1-AS1_tpm_unstranded', 'AL669970.1_tpm_unstranded', 'ENTPD3-AS1_tpm_unstranded', 'IL10RB-DT_tpm_unstranded', 'AL355314.1_tpm_unstranded', 'LINC00114_tpm_unstranded', 'AC044784.1_tpm_unstranded', 'AC234771.1_tpm_unstranded', 'AL589684.1_tpm_unstranded', 'AC073365.1_tpm_unstranded', 'AC007255.1_tpm_unstranded', 'AL691459.1_tpm_unstranded', 'DIAPH3-AS2_tpm_unstranded', 'CDH23-AS1_tpm_unstranded', 'LINC01342_tpm_unstranded', 'LINC01870_tpm_unstranded', 'AC004870.2_tpm_unstranded', 'AC005006.1_tpm_unstranded', 'AL161935.1_tpm_unstranded', 'AL645941.1_tpm_unstranded', 'AC007091.1_tpm_unstranded', 'AL360093.1_tpm_unstranded', 'EFCAB6-AS1_tpm_unstranded', 'MYCNUT_tpm_unstranded', 'HRAT92_tpm_unstranded', 'AC007403.1_tpm_unstranded', 'LINC01805_tpm_unstranded', 'AP000233.1_tpm_unstranded', 'AC006372.1_tpm_unstranded', 'LINC01921_tpm_unstranded', 'LINC01078_tpm_unstranded', 'AL157402.1_tpm_unstranded', 'ABCC5-AS1_tpm_unstranded', 'LINC01707_tpm_unstranded', 'AC068481.1_tpm_unstranded', 'OSER1-DT_tpm_unstranded', 'AP001469.1_tpm_unstranded', 'AC104457.2_tpm_unstranded', 'ZNF32-AS3_tpm_unstranded', 'AC009480.1_tpm_unstranded', 'LINC02471_tpm_unstranded', 'TNS1-AS1_tpm_unstranded', 'AC117453.1_tpm_unstranded', 'LGALSL-DT_tpm_unstranded', 'LINC01014_tpm_unstranded', 'AL590302.1_tpm_unstranded', 'AL353604.1_tpm_unstranded', 'AL513008.1_tpm_unstranded', 'AC016738.1_tpm_unstranded', 'ROR1-AS1_tpm_unstranded', 'LINC01767_tpm_unstranded', 'CHROMR_tpm_unstranded', 'AL159990.1_tpm_unstranded', 'AC002456.1_tpm_unstranded', 'AP001048.1_tpm_unstranded', 'SMCR2_tpm_unstranded', 'LINC01874_tpm_unstranded', 'AL357140.1_tpm_unstranded', 'AC104809.1_tpm_unstranded', 'LINC02647_tpm_unstranded', 'AC244250.1_tpm_unstranded', 'Z97198.1_tpm_unstranded', 'LINC01441_tpm_unstranded', 'AC063976.1_tpm_unstranded', 'LINC01449_tpm_unstranded', 'AP000470.1_tpm_unstranded', 'MIR181A2HG_tpm_unstranded', 'EDRF1-DT_tpm_unstranded', 'AL133456.1_tpm_unstranded', 'LINC01853_tpm_unstranded', 'AL450344.1_tpm_unstranded', 'TCEAL3-AS1_tpm_unstranded', 'EPB41L4A-AS1_tpm_unstranded', 'LINC02561_tpm_unstranded', 'BX005214.1_tpm_unstranded', 'CCNT2-AS1_tpm_unstranded', 'AC005076.1_tpm_unstranded', 'LINC02612_tpm_unstranded', 'AC108681.1_tpm_unstranded', 'EGFR-AS1_tpm_unstranded', 'AC007319.1_tpm_unstranded', 'AL049795.1_tpm_unstranded', 'LINC00691_tpm_unstranded', 'TTTY22_tpm_unstranded', 'AC009487.1_tpm_unstranded', 'AP000936.1_tpm_unstranded', 'SNHG14_tpm_unstranded', 'AC091729.1_tpm_unstranded', 'PPM1F-AS1_tpm_unstranded', 'POTEF-AS1_tpm_unstranded', 'AC097468.1_tpm_unstranded', 'AC104389.2_tpm_unstranded', 'BCAR3-AS1_tpm_unstranded', 'LINC01935_tpm_unstranded', 'AC104823.1_tpm_unstranded', 'AP001630.1_tpm_unstranded', 'ELMO1-AS1_tpm_unstranded', 'INHBA-AS1_tpm_unstranded', 'POU6F2-AS1_tpm_unstranded', 'AC099786.1_tpm_unstranded', 'LINC01248_tpm_unstranded', 'AC112715.1_tpm_unstranded', 'LINC01857_tpm_unstranded', 'AC000123.1_tpm_unstranded', 'MIR548XHG_tpm_unstranded', 'AMMECR1-IT1_tpm_unstranded', 'AC099786.2_tpm_unstranded', 'AC009506.1_tpm_unstranded', 'LINC02054_tpm_unstranded', 'HCG14_tpm_unstranded', 'LINC02828_tpm_unstranded', 'DNAJC27-AS1_tpm_unstranded', 'LINC01357_tpm_unstranded', 'LINC02831_tpm_unstranded', 'AL137802.1_tpm_unstranded', 'LINC00570_tpm_unstranded', 'MIR3681HG_tpm_unstranded', 'C5orf66_tpm_unstranded', 'LINC01991_tpm_unstranded', 'HAGLR_tpm_unstranded', 'LINC02667_tpm_unstranded', 'SEZ6L-AS1_tpm_unstranded', 'AC008278.1_tpm_unstranded', 'AC022400.1_tpm_unstranded', 'PHEX-AS1_tpm_unstranded', 'LINC00466_tpm_unstranded', 'AL606469.1_tpm_unstranded', 'AC234781.1_tpm_unstranded', 'AC107072.1_tpm_unstranded', 'DTNB-AS1_tpm_unstranded', 'LINC02636_tpm_unstranded', 'VSTM2A-OT1_tpm_unstranded', 'AL031599.1_tpm_unstranded', 'LINC01832_tpm_unstranded', 'WARS2-IT1_tpm_unstranded', 'AC090044.1_tpm_unstranded', 'SOX1-OT_tpm_unstranded', 'AJ009632.1_tpm_unstranded', 'AC025947.1_tpm_unstranded', 'AL391427.1_tpm_unstranded', 'VWC2L-IT1_tpm_unstranded', 'LINC01133_tpm_unstranded', 'AL023754.1_tpm_unstranded', 'LINC02633_tpm_unstranded', 'AL772155.1_tpm_unstranded', 'AP000697.1_tpm_unstranded', 'AL117329.1_tpm_unstranded', 'AC131097.2_tpm_unstranded', 'ARHGEF2-AS1_tpm_unstranded', 'AP000345.1_tpm_unstranded', 'SLC25A5-AS1_tpm_unstranded', 'LINC01142_tpm_unstranded', 'AF196972.1_tpm_unstranded', 'PINCR_tpm_unstranded', 'AL590502.1_tpm_unstranded', 'AL161785.1_tpm_unstranded', 'LINC01527_tpm_unstranded', 'LINC01567_tpm_unstranded', 'AL590640.1_tpm_unstranded', 'CHL1-AS2_tpm_unstranded', 'AC004009.1_tpm_unstranded', 'AL136234.1_tpm_unstranded', 'MDC1-AS1_tpm_unstranded', 'LINC00297_tpm_unstranded', 'AC005019.2_tpm_unstranded', 'AC007879.1_tpm_unstranded', 'SCEL-AS1_tpm_unstranded', 'FAM135A-AS1_tpm_unstranded', 'AL356966.1_tpm_unstranded', 'TMCO1-AS1_tpm_unstranded', 'AL358176.1_tpm_unstranded', 'AC011239.1_tpm_unstranded', 'FP700111.1_tpm_unstranded', 'AL391361.2_tpm_unstranded', 'AL023693.1_tpm_unstranded', 'AC009276.1_tpm_unstranded', 'AC017104.1_tpm_unstranded', 'LINC00703_tpm_unstranded', 'AL033379.1_tpm_unstranded', 'AL139246.1_tpm_unstranded', 'BACE2-IT1_tpm_unstranded', 'LINC01280_tpm_unstranded', 'GPC6-AS2_tpm_unstranded', 'PELATON_tpm_unstranded', 'AC010880.1_tpm_unstranded', 'Z68323.1_tpm_unstranded', 'LINC00572_tpm_unstranded', 'LINC02052_tpm_unstranded', 'AL136988.1_tpm_unstranded', 'AC114489.1_tpm_unstranded', 'AP001476.1_tpm_unstranded', 'AL606970.1_tpm_unstranded', 'STK24-AS1_tpm_unstranded', 'PRKAR2A-AS1_tpm_unstranded', 'LINC00539_tpm_unstranded', 'LINC01708_tpm_unstranded', 'SLC25A34-AS1_tpm_unstranded', 'TANK-AS1_tpm_unstranded', 'LAMC1-AS1_tpm_unstranded', 'AL109933.1_tpm_unstranded', 'AL356417.1_tpm_unstranded', 'AC245100.1_tpm_unstranded', 'TTC21B-AS1_tpm_unstranded', 'AL731575.1_tpm_unstranded', 'AC025428.1_tpm_unstranded', 'AC138150.1_tpm_unstranded', 'LINC02523_tpm_unstranded', 'MRPS9-AS2_tpm_unstranded', 'LINC00365_tpm_unstranded', 'AC109309.1_tpm_unstranded', 'LINC00620_tpm_unstranded', 'AL590385.1_tpm_unstranded', 'AC068134.1_tpm_unstranded', 'HTR2A-AS1_tpm_unstranded', 'AC098483.1_tpm_unstranded', 'AL591686.1_tpm_unstranded', 'AL136361.1_tpm_unstranded', 'TMLHE-AS1_tpm_unstranded', 'LINC02771_tpm_unstranded', 'AC096677.1_tpm_unstranded', 'AP001439.1_tpm_unstranded', 'AC017067.1_tpm_unstranded', 'LINC01087_tpm_unstranded', 'LPP-AS1_tpm_unstranded', 'LINC01754_tpm_unstranded', 'LINC01886_tpm_unstranded', 'COL18A1-AS2_tpm_unstranded', 'LINC01117_tpm_unstranded', 'LINC01015_tpm_unstranded', 'AL356277.2_tpm_unstranded', 'MIR3659HG_tpm_unstranded', 'AC073626.1_tpm_unstranded', 'ZMIZ1-AS1_tpm_unstranded', 'AL080284.1_tpm_unstranded', 'TGFA-IT1_tpm_unstranded', 'HSD52_tpm_unstranded', 'AC108879.1_tpm_unstranded', 'AC011901.1_tpm_unstranded', 'AC095032.1_tpm_unstranded', 'TNK2-AS1_tpm_unstranded', 'RTCA-AS1_tpm_unstranded', 'AL451042.1_tpm_unstranded', 'AC106053.1_tpm_unstranded', 'AL391095.1_tpm_unstranded', 'AC064871.2_tpm_unstranded', 'AL135787.1_tpm_unstranded', 'AL391069.1_tpm_unstranded', 'LINC01627_tpm_unstranded', 'AF124730.1_tpm_unstranded', 'LINC00885_tpm_unstranded', 'LINC01823_tpm_unstranded', 'AL513164.1_tpm_unstranded', 'SH3BP5-AS1_tpm_unstranded', 'AC010907.1_tpm_unstranded', 'ETV7-AS1_tpm_unstranded', 'AC105940.1_tpm_unstranded', 'AC009227.1_tpm_unstranded', 'RASAL2-AS1_tpm_unstranded', 'AL133553.1_tpm_unstranded', 'AL390038.1_tpm_unstranded', 'LAMTOR5-AS1_tpm_unstranded', 'AP000844.1_tpm_unstranded', 'LMX1A-AS2_tpm_unstranded', 'E2F3-IT1_tpm_unstranded', 'LINC01706_tpm_unstranded', 'AC025165.1_tpm_unstranded', 'LINC02671_tpm_unstranded', 'Z82186.1_tpm_unstranded', 'LEMD1-DT_tpm_unstranded', 'LINC01657_tpm_unstranded', 'AC007182.1_tpm_unstranded', 'PCOLCE-AS1_tpm_unstranded', 'LILRB1-AS1_tpm_unstranded', 'AC016716.1_tpm_unstranded', 'AL034349.1_tpm_unstranded', 'AC099850.1_tpm_unstranded', 'AC016735.1_tpm_unstranded', 'TEX26-AS1_tpm_unstranded', 'AC063965.2_tpm_unstranded', 'AC015987.1_tpm_unstranded', 'AL391704.1_tpm_unstranded', 'LINC01167_tpm_unstranded', 'AL353768.1_tpm_unstranded', 'AL035443.1_tpm_unstranded', 'ATP2B2-IT2_tpm_unstranded', 'LINC02670_tpm_unstranded', 'AC012363.1_tpm_unstranded', 'AP000704.1_tpm_unstranded', 'AL022326.1_tpm_unstranded', 'NTM-AS1_tpm_unstranded', 'AL139397.1_tpm_unstranded', 'LINC00853_tpm_unstranded', 'SRGAP3-AS1_tpm_unstranded', 'AL355482.1_tpm_unstranded', 'TMEM72-AS1_tpm_unstranded', 'AC114812.2_tpm_unstranded', 'AC010789.1_tpm_unstranded', 'AC096677.2_tpm_unstranded', 'AC093843.1_tpm_unstranded', 'COL4A2-AS2_tpm_unstranded', 'THRB-IT1_tpm_unstranded', 'RORB-AS1_tpm_unstranded', 'LINC01689_tpm_unstranded', 'AL161908.1_tpm_unstranded', 'LINC00240_tpm_unstranded', 'AC107079.1_tpm_unstranded', 'NQO2-AS1_tpm_unstranded', 'AL589843.1_tpm_unstranded', 'LINC00502_tpm_unstranded', 'LINC00393_tpm_unstranded', 'CDKN2A-DT_tpm_unstranded', 'OPA1-AS1_tpm_unstranded', 'LINC01691_tpm_unstranded', 'LINC01398_tpm_unstranded', 'AC009518.1_tpm_unstranded', 'MRPL20-AS1_tpm_unstranded', 'EML4-AS1_tpm_unstranded', 'AL121901.1_tpm_unstranded', 'AC011754.1_tpm_unstranded', 'Z99716.1_tpm_unstranded', 'AC034187.1_tpm_unstranded', 'EIPR1-IT1_tpm_unstranded', 'AC138028.2_tpm_unstranded', 'LINC02840_tpm_unstranded', 'POT1-AS1_tpm_unstranded', 'LINC02830_tpm_unstranded', 'AL365258.1_tpm_unstranded', 'RNF32-AS1_tpm_unstranded', 'AP001347.1_tpm_unstranded', 'LINC01766_tpm_unstranded', 'LINC00863_tpm_unstranded', 'AC066595.1_tpm_unstranded', 'AL591684.1_tpm_unstranded', 'AL050303.1_tpm_unstranded', 'LINC00320_tpm_unstranded', 'LINC02262_tpm_unstranded', 'LINC01034_tpm_unstranded', 'AL391684.1_tpm_unstranded', 'AL589678.1_tpm_unstranded', 'LINC00184_tpm_unstranded', 'LINC02819_tpm_unstranded', 'CASC6_tpm_unstranded', 'AL353150.1_tpm_unstranded', 'AL390066.1_tpm_unstranded', 'LINC01266_tpm_unstranded', 'PGM5-AS1_tpm_unstranded', 'LINC01752_tpm_unstranded', 'LINC02586_tpm_unstranded', 'LINC01645_tpm_unstranded', 'AL645608.1_tpm_unstranded', 'AC245427.1_tpm_unstranded', 'AL513412.1_tpm_unstranded', 'LARGE-AS1_tpm_unstranded', 'INE1_tpm_unstranded', 'LINC02776_tpm_unstranded', 'AL512363.1_tpm_unstranded', 'AL590714.1_tpm_unstranded', 'FAM41AY1_tpm_unstranded', 'AL445645.1_tpm_unstranded', 'LINC01526_tpm_unstranded', 'AC010082.1_tpm_unstranded', 'AL732323.1_tpm_unstranded', 'AL929288.1_tpm_unstranded', 'AC000067.1_tpm_unstranded', 'AL121872.1_tpm_unstranded', 'AC096541.1_tpm_unstranded', 'AL162586.1_tpm_unstranded', 'EIF1AX-AS1_tpm_unstranded', 'LINC01058_tpm_unstranded', 'AC018814.1_tpm_unstranded', 'AL355592.1_tpm_unstranded', 'AL121894.1_tpm_unstranded', 'AC012485.1_tpm_unstranded', 'AC092941.1_tpm_unstranded', 'CATIP-AS1_tpm_unstranded', 'TMCC2-AS1_tpm_unstranded', 'LINC01802_tpm_unstranded', 'AL603832.1_tpm_unstranded', 'WWC3-AS1_tpm_unstranded', 'LINC00337_tpm_unstranded', 'GRTP1-AS1_tpm_unstranded', 'AL450226.1_tpm_unstranded', 'AL162726.1_tpm_unstranded', 'AL583808.1_tpm_unstranded', 'AL355336.1_tpm_unstranded', 'AL445250.1_tpm_unstranded', 'AL157373.1_tpm_unstranded', 'LINC01076_tpm_unstranded', 'AL162457.2_tpm_unstranded', 'AC092484.1_tpm_unstranded', 'AC083900.1_tpm_unstranded', 'AL157392.1_tpm_unstranded', 'AL355310.1_tpm_unstranded', 'CAMTA1-AS1_tpm_unstranded', 'LINC00237_tpm_unstranded', 'LINC00972_tpm_unstranded', 'AL035250.1_tpm_unstranded', 'SLC9A3-AS1_tpm_unstranded', 'AL358216.1_tpm_unstranded', 'AC018643.1_tpm_unstranded', 'AC073957.1_tpm_unstranded', 'AL050338.1_tpm_unstranded', 'AL160290.1_tpm_unstranded', 'AC012354.1_tpm_unstranded', 'LINC00618_tpm_unstranded', 'AC012462.1_tpm_unstranded', 'AC096631.1_tpm_unstranded', 'AL662890.1_tpm_unstranded', 'OSTM1-AS1_tpm_unstranded', 'AL590617.2_tpm_unstranded', 'LINC00457_tpm_unstranded', 'AL121584.1_tpm_unstranded', 'AC073283.1_tpm_unstranded', 'LINC00092_tpm_unstranded', 'AC078962.1_tpm_unstranded', 'AL139230.1_tpm_unstranded', 'AC078883.1_tpm_unstranded', 'MIR137HG_tpm_unstranded', 'AL133387.1_tpm_unstranded', 'AC092637.1_tpm_unstranded', 'AC073367.1_tpm_unstranded', 'AC079790.1_tpm_unstranded', 'AC007362.1_tpm_unstranded', 'AP001628.1_tpm_unstranded', 'LINC01795_tpm_unstranded', 'AC008937.1_tpm_unstranded', 'LINC02470_tpm_unstranded', 'AL592402.1_tpm_unstranded', 'TRAPPC12-AS1_tpm_unstranded', 'INTS6L-AS1_tpm_unstranded', 'AL021026.1_tpm_unstranded', 'LINC00378_tpm_unstranded', 'PSLNR_tpm_unstranded', 'AC009478.1_tpm_unstranded', 'PCDH9-AS3_tpm_unstranded', 'TAF1A-AS1_tpm_unstranded', 'LINC00705_tpm_unstranded', 'AL121987.1_tpm_unstranded', 'AL158013.1_tpm_unstranded', 'AC018693.1_tpm_unstranded', 'LINC01770_tpm_unstranded', 'AL158212.1_tpm_unstranded', 'LINC00113_tpm_unstranded', 'AL139240.1_tpm_unstranded', 'AL591623.1_tpm_unstranded', 'AL117341.1_tpm_unstranded', 'AL024474.2_tpm_unstranded', 'AL513327.1_tpm_unstranded', 'AL591178.1_tpm_unstranded', 'LINC00350_tpm_unstranded', 'LINC01427_tpm_unstranded', 'AL583804.1_tpm_unstranded', 'LINC01594_tpm_unstranded', 'LHFPL3-AS2_tpm_unstranded', 'AF064860.1_tpm_unstranded', 'LINC01678_tpm_unstranded', 'LINC02813_tpm_unstranded', 'AC016027.1_tpm_unstranded', 'AL353608.1_tpm_unstranded', 'AL354740.1_tpm_unstranded', 'AC013269.1_tpm_unstranded', 'LRRK2-DT_tpm_unstranded', 'FREM2-AS1_tpm_unstranded', 'AL358393.1_tpm_unstranded', 'PPP1R26-AS1_tpm_unstranded', 'CT62_tpm_unstranded', 'AC078942.1_tpm_unstranded', 'TMEM246-AS1_tpm_unstranded', 'NRSN2-AS1_tpm_unstranded', 'AC015977.1_tpm_unstranded', 'SFTA1P_tpm_unstranded', 'AC099754.1_tpm_unstranded', 'AL591896.1_tpm_unstranded', 'NHEG1_tpm_unstranded', 'BX571846.1_tpm_unstranded', 'AC121247.1_tpm_unstranded', 'AC025188.1_tpm_unstranded', 'AL136980.1_tpm_unstranded', 'CR786580.1_tpm_unstranded', 'LINC02557_tpm_unstranded', 'AL049648.1_tpm_unstranded', 'AC104134.1_tpm_unstranded', 'AC019330.1_tpm_unstranded', 'AL391869.1_tpm_unstranded', 'LINC00331_tpm_unstranded', 'LINC01671_tpm_unstranded', 'LINC01504_tpm_unstranded', 'PACRG-AS2_tpm_unstranded', 'BOLA3-AS1_tpm_unstranded', 'MPRIP-AS1_tpm_unstranded', 'LINC01867_tpm_unstranded', 'LINC01763_tpm_unstranded', 'AL021707.1_tpm_unstranded', 'AC073346.1_tpm_unstranded', 'AL049812.2_tpm_unstranded', 'RFPL1S_tpm_unstranded', 'JPX_tpm_unstranded', 'AL136366.1_tpm_unstranded', 'ATP13A4-AS1_tpm_unstranded', 'PLCB1-IT1_tpm_unstranded', 'NUTM2B-AS1_tpm_unstranded', 'AC092447.4_tpm_unstranded', 'AL354707.1_tpm_unstranded', 'LINC01107_tpm_unstranded', 'KCNMA1-AS2_tpm_unstranded', 'AC002064.1_tpm_unstranded', 'CYP4A22-AS1_tpm_unstranded', 'LINC01703_tpm_unstranded', 'AL365434.1_tpm_unstranded', 'SNED1-AS1_tpm_unstranded', 'AL450384.1_tpm_unstranded', 'AL731684.1_tpm_unstranded', 'LINC01393_tpm_unstranded', 'AC073325.1_tpm_unstranded', 'LINC01821_tpm_unstranded', 'ZNF385D-AS1_tpm_unstranded', 'AL162399.1_tpm_unstranded', 'LINC02476_tpm_unstranded', 'LINC01980_tpm_unstranded', 'NAALADL2-AS1_tpm_unstranded', 'AP000320.1_tpm_unstranded', 'AC083867.2_tpm_unstranded', 'LINC01710_tpm_unstranded', 'AC006076.1_tpm_unstranded', 'LINC01492_tpm_unstranded', 'AC013733.1_tpm_unstranded', 'DOCK4-AS1_tpm_unstranded', 'NCBP2-AS1_tpm_unstranded', 'EDNRB-AS1_tpm_unstranded', 'AC011193.1_tpm_unstranded', 'AC096669.1_tpm_unstranded', 'LINC01623_tpm_unstranded', 'AL606519.1_tpm_unstranded', 'MTOR-AS1_tpm_unstranded', 'AC092813.1_tpm_unstranded', 'AC005281.1_tpm_unstranded', 'AC007679.1_tpm_unstranded', 'LINC02158_tpm_unstranded', 'AC099552.2_tpm_unstranded', 'LINCMD1_tpm_unstranded', 'MYT1L-AS1_tpm_unstranded', 'AC104463.1_tpm_unstranded', 'AGBL4-IT1_tpm_unstranded', 'C9orf135-DT_tpm_unstranded', 'AL161644.1_tpm_unstranded', 'AP001046.1_tpm_unstranded', 'LINC01729_tpm_unstranded', 'AL606491.1_tpm_unstranded', 'AC005487.1_tpm_unstranded', 'AC064875.1_tpm_unstranded', 'KCNMA1-AS3_tpm_unstranded', 'BX255923.1_tpm_unstranded', 'AL118511.2_tpm_unstranded', 'LINC01716_tpm_unstranded', 'CADM3-AS1_tpm_unstranded', 'LINC01771_tpm_unstranded', 'AC002378.1_tpm_unstranded', 'AL163953.1_tpm_unstranded', 'PACRG-AS3_tpm_unstranded', 'FAM225B_tpm_unstranded', 'AL008633.1_tpm_unstranded', 'AC114737.1_tpm_unstranded', 'PTPRD-AS1_tpm_unstranded', 'AL354984.2_tpm_unstranded', 'AC092100.1_tpm_unstranded', 'AL592166.1_tpm_unstranded', 'FAM66E_tpm_unstranded', 'ADGRF5-AS1_tpm_unstranded', 'PDE9A-AS1_tpm_unstranded', 'FGD5-AS1_tpm_unstranded', 'NRG3-AS1_tpm_unstranded', 'LINC02036_tpm_unstranded', 'AC017002.1_tpm_unstranded', 'MEG8_tpm_unstranded', 'AL357500.1_tpm_unstranded', 'AC087501.1_tpm_unstranded', 'AL023581.1_tpm_unstranded', 'DBH-AS1_tpm_unstranded', 'LINC00489_tpm_unstranded', 'AL596247.1_tpm_unstranded', 'LINC01389_tpm_unstranded', 'P3H2-AS1_tpm_unstranded', 'LINC01831_tpm_unstranded', 'FAF1-AS1_tpm_unstranded', 'LINC02620_tpm_unstranded', 'AL137220.1_tpm_unstranded', 'PROSER2-AS1_tpm_unstranded', 'MIAT_tpm_unstranded', 'AL109610.1_tpm_unstranded', 'AC007953.1_tpm_unstranded', 'TRAM2-AS1_tpm_unstranded', 'AC004540.2_tpm_unstranded', 'TMEM30A-DT_tpm_unstranded', 'AC073321.1_tpm_unstranded', 'AC025918.1_tpm_unstranded', 'AL121917.1_tpm_unstranded', 'AC069281.1_tpm_unstranded', 'AL354771.1_tpm_unstranded', 'AC092669.1_tpm_unstranded', 'AC118653.1_tpm_unstranded', 'AC013269.2_tpm_unstranded', 'UBXN7-AS1_tpm_unstranded', 'LINC00626_tpm_unstranded', 'GS1-594A7.3_tpm_unstranded', 'AL157400.1_tpm_unstranded', 'TRMT2B-AS1_tpm_unstranded', 'AL355490.1_tpm_unstranded', 'RUSC1-AS1_tpm_unstranded', 'LINC02816_tpm_unstranded', 'AL022315.1_tpm_unstranded', 'LINC00368_tpm_unstranded', 'PSG8-AS1_tpm_unstranded', 'AL513210.1_tpm_unstranded', 'LINC00115_tpm_unstranded', 'AC009365.2_tpm_unstranded', 'LINC01456_tpm_unstranded', 'AC098872.1_tpm_unstranded', 'AC023590.1_tpm_unstranded', 'AL445490.1_tpm_unstranded', 'AC012368.1_tpm_unstranded', 'DHDDS-AS1_tpm_unstranded', 'AL035404.2_tpm_unstranded', 'AL391244.1_tpm_unstranded', 'AL138767.3_tpm_unstranded', 'TSBP1-AS1_tpm_unstranded', 'AC007879.2_tpm_unstranded', 'LINC01745_tpm_unstranded', 'TAB2-AS1_tpm_unstranded', 'AC000036.1_tpm_unstranded', 'LINC02249_tpm_unstranded', 'AL731557.1_tpm_unstranded', 'PCA3_tpm_unstranded', 'AL109741.1_tpm_unstranded', 'C5orf67_tpm_unstranded', 'LINC01875_tpm_unstranded', 'AL121574.1_tpm_unstranded', 'LINC02648_tpm_unstranded', 'ODF2-AS1_tpm_unstranded', 'AL512444.1_tpm_unstranded', 'SATB2-AS1_tpm_unstranded', 'AL050320.1_tpm_unstranded', 'AL441989.1_tpm_unstranded', 'AC009950.1_tpm_unstranded', 'NRIR_tpm_unstranded', 'AL500522.1_tpm_unstranded', 'AC005550.1_tpm_unstranded', 'LINC01534_tpm_unstranded', 'HAR1A_tpm_unstranded', 'AC010746.2_tpm_unstranded', 'AC102953.1_tpm_unstranded', 'AL355482.2_tpm_unstranded', 'LAMP5-AS1_tpm_unstranded', 'LINC02528_tpm_unstranded', 'LINC02660_tpm_unstranded', 'BX005266.2_tpm_unstranded', 'KCNIP2-AS1_tpm_unstranded', 'AP001434.1_tpm_unstranded', 'PRICKLE2-AS3_tpm_unstranded', 'AC026167.1_tpm_unstranded', 'AC092802.1_tpm_unstranded', 'LINC01772_tpm_unstranded', 'FGF13-AS1_tpm_unstranded', 'AL035530.1_tpm_unstranded', 'LINC01040_tpm_unstranded', 'AC010745.1_tpm_unstranded', 'AP000561.1_tpm_unstranded', 'AL807761.3_tpm_unstranded', 'ZNF503-AS1_tpm_unstranded', 'LINC01776_tpm_unstranded', 'AC009531.1_tpm_unstranded', 'LINC00623_tpm_unstranded', 'AL139275.1_tpm_unstranded', 'AL356309.1_tpm_unstranded', 'AL138830.1_tpm_unstranded', 'SLC39A12-AS1_tpm_unstranded', 'AC073283.2_tpm_unstranded', 'HHLA3-AS1_tpm_unstranded', 'AL122017.1_tpm_unstranded', 'LINC00937_tpm_unstranded', 'AC099342.1_tpm_unstranded', 'LINC02097_tpm_unstranded', 'AP001476.2_tpm_unstranded', 'DDC-AS1_tpm_unstranded', 'LINC01907_tpm_unstranded', 'AC013248.1_tpm_unstranded', 'LINC02794_tpm_unstranded', 'AL359502.1_tpm_unstranded', 'BAIAP2-DT_tpm_unstranded', 'LINC02654_tpm_unstranded', 'Z98752.1_tpm_unstranded', 'AL356124.1_tpm_unstranded', 'LINC01375_tpm_unstranded', 'AL513185.1_tpm_unstranded', 'AP4B1-AS1_tpm_unstranded', 'AL121885.1_tpm_unstranded', 'AL139420.1_tpm_unstranded', 'LINC00685_tpm_unstranded', 'AC010536.1_tpm_unstranded', 'AL132671.1_tpm_unstranded', 'AL049548.1_tpm_unstranded', 'LINC02519_tpm_unstranded', 'AL583785.1_tpm_unstranded', 'SGMS1-AS1_tpm_unstranded', 'LINC01733_tpm_unstranded', 'AL157359.1_tpm_unstranded', 'BX470209.1_tpm_unstranded', 'AL080316.1_tpm_unstranded', 'AL513285.1_tpm_unstranded', 'AC079163.1_tpm_unstranded', 'LEMD1-AS1_tpm_unstranded', 'GAS1RR_tpm_unstranded', 'AC132807.1_tpm_unstranded', 'AL031658.1_tpm_unstranded', 'LINC00381_tpm_unstranded', 'ZNF32-AS1_tpm_unstranded', 'AL365271.1_tpm_unstranded', 'LINC00408_tpm_unstranded', 'LINC02608_tpm_unstranded', 'AL135960.1_tpm_unstranded', 'GRM7-AS3_tpm_unstranded', 'ISM1-AS1_tpm_unstranded', 'AC009961.1_tpm_unstranded', 'ARHGAP26-AS1_tpm_unstranded', 'AC093382.1_tpm_unstranded', 'AC105393.1_tpm_unstranded', 'AL031123.1_tpm_unstranded', 'AL008733.1_tpm_unstranded', 'AC091729.2_tpm_unstranded', 'AC036101.1_tpm_unstranded', 'AC122683.1_tpm_unstranded', 'AL358612.1_tpm_unstranded', 'AL122058.1_tpm_unstranded', 'AL022157.1_tpm_unstranded', 'CFLAR-AS1_tpm_unstranded', 'LINC00351_tpm_unstranded', 'LINC01811_tpm_unstranded', 'AC006150.1_tpm_unstranded', 'NUP50-DT_tpm_unstranded', 'AL606489.1_tpm_unstranded', 'AL354836.1_tpm_unstranded', 'AL359182.1_tpm_unstranded', 'TMEM252-DT_tpm_unstranded', 'AC099066.1_tpm_unstranded', 'PSPC1-AS2_tpm_unstranded', 'AL353803.1_tpm_unstranded', 'FAM41AY2_tpm_unstranded', 'HAGLROS_tpm_unstranded', 'LINC02089_tpm_unstranded', 'ST7-AS2_tpm_unstranded', 'LINC00375_tpm_unstranded', 'LINC01345_tpm_unstranded', 'AL022310.1_tpm_unstranded', 'AL135923.1_tpm_unstranded', 'AC084809.1_tpm_unstranded', 'AC016831.1_tpm_unstranded', 'LINC01876_tpm_unstranded', 'PARD3-AS1_tpm_unstranded', 'SORCS3-AS1_tpm_unstranded', 'KCNQ2-AS1_tpm_unstranded', 'C12orf77_tpm_unstranded', 'AC013480.1_tpm_unstranded', 'AL392089.1_tpm_unstranded', 'AL450332.1_tpm_unstranded', 'LINC02628_tpm_unstranded', 'MRPL23-AS1_tpm_unstranded', 'SLC16A1-AS1_tpm_unstranded', 'AC093642.1_tpm_unstranded', 'AL358613.1_tpm_unstranded', 'AC012558.1_tpm_unstranded', 'AL121929.1_tpm_unstranded', 'AP000290.1_tpm_unstranded', 'AL442071.1_tpm_unstranded', 'LAMA4-AS1_tpm_unstranded', 'PLCL2-AS1_tpm_unstranded', 'AC006037.1_tpm_unstranded', 'BX322234.1_tpm_unstranded', 'ZNF25-DT_tpm_unstranded', 'LINC02542_tpm_unstranded', 'AL033380.1_tpm_unstranded', 'AL121787.1_tpm_unstranded', 'AL390198.1_tpm_unstranded', 'Z93930.2_tpm_unstranded', 'LINC01748_tpm_unstranded', 'ADIPOQ-AS1_tpm_unstranded', 'AL606516.1_tpm_unstranded', 'LINC01035_tpm_unstranded', 'AL139254.1_tpm_unstranded', 'LINC01824_tpm_unstranded', 'LINC00323_tpm_unstranded', 'LINC02549_tpm_unstranded', 'AC007463.1_tpm_unstranded', 'LINC01918_tpm_unstranded', 'UPK1A-AS1_tpm_unstranded', 'FAM138B_tpm_unstranded', 'LINC00390_tpm_unstranded', 'KIRREL1-IT1_tpm_unstranded', 'HDAC9-AS1_tpm_unstranded', 'AL049569.1_tpm_unstranded', 'AP000289.1_tpm_unstranded', 'AL158055.1_tpm_unstranded', 'BTBD9-AS1_tpm_unstranded', 'AC114814.1_tpm_unstranded', 'AC016722.1_tpm_unstranded', 'CYP4F26P_tpm_unstranded', 'AL390962.1_tpm_unstranded', 'LINC00606_tpm_unstranded', 'AL592429.2_tpm_unstranded', 'AC060234.1_tpm_unstranded', 'AL132657.1_tpm_unstranded', 'LINC02848_tpm_unstranded', 'AC006455.1_tpm_unstranded', 'AL356421.2_tpm_unstranded', 'AL450344.2_tpm_unstranded', 'AL359979.1_tpm_unstranded', 'PAPPA-AS2_tpm_unstranded', 'AC092567.1_tpm_unstranded', 'AL390067.1_tpm_unstranded', 'AL137001.1_tpm_unstranded', 'LINC00343_tpm_unstranded', 'AC092155.1_tpm_unstranded', 'SHANK2-AS1_tpm_unstranded', 'LINC00974_tpm_unstranded', 'AL357793.1_tpm_unstranded', 'AL513314.1_tpm_unstranded', 'AL121899.1_tpm_unstranded', 'AP006216.1_tpm_unstranded', 'AL365356.1_tpm_unstranded', 'PLCG1-AS1_tpm_unstranded', 'AC019118.1_tpm_unstranded', 'AC096732.1_tpm_unstranded', 'AC021028.1_tpm_unstranded', 'AC004973.1_tpm_unstranded', 'AL020998.1_tpm_unstranded', 'AL354977.1_tpm_unstranded', 'LINC01108_tpm_unstranded', 'TEX41_tpm_unstranded', 'LINC02679_tpm_unstranded', 'AL606748.1_tpm_unstranded', 'AC073311.1_tpm_unstranded', 'AC020595.1_tpm_unstranded', 'LINC01535_tpm_unstranded', 'ENTPD1-AS1_tpm_unstranded', 'AL441943.1_tpm_unstranded', 'LENG8-AS1_tpm_unstranded', 'AL034380.1_tpm_unstranded', 'AL360181.1_tpm_unstranded', 'MIR217HG_tpm_unstranded', 'AL161452.1_tpm_unstranded', 'AL359458.1_tpm_unstranded', 'AC073409.1_tpm_unstranded', 'FGF12-AS3_tpm_unstranded', 'FAM66C_tpm_unstranded', 'LINC01709_tpm_unstranded', 'AL589986.1_tpm_unstranded', 'PTPRD-AS2_tpm_unstranded', 'LINC00424_tpm_unstranded', 'PABPC1L2B-AS1_tpm_unstranded', 'AL138826.1_tpm_unstranded', 'AL358972.1_tpm_unstranded', 'LINC02554_tpm_unstranded', 'SMCR5_tpm_unstranded', 'FSIP2-AS2_tpm_unstranded', 'AL606760.1_tpm_unstranded', 'AC007365.1_tpm_unstranded', 'PP12613_tpm_unstranded', 'DISC1-IT1_tpm_unstranded', 'DAB1-AS1_tpm_unstranded', 'LINC02668_tpm_unstranded', 'AC010145.1_tpm_unstranded', 'AC000124.1_tpm_unstranded', 'AP001136.1_tpm_unstranded', 'AL021393.1_tpm_unstranded', 'FAM30A_tpm_unstranded', 'NAALADL2-AS2_tpm_unstranded', 'AC244035.1_tpm_unstranded', 'AC117465.1_tpm_unstranded', 'LINC02611_tpm_unstranded', 'AC005828.1_tpm_unstranded', 'AL138749.1_tpm_unstranded', 'CACTIN-AS1_tpm_unstranded', 'ZNF451-AS1_tpm_unstranded', 'LCT-AS1_tpm_unstranded', 'LINC00840_tpm_unstranded', 'AL117382.1_tpm_unstranded', 'LINC01941_tpm_unstranded', 'AC005082.1_tpm_unstranded', 'MEIS1-AS3_tpm_unstranded', 'LINC02785_tpm_unstranded', 'AC006001.2_tpm_unstranded', 'LINC01509_tpm_unstranded', 'LINC02774_tpm_unstranded', 'AC093655.1_tpm_unstranded', 'AC092164.1_tpm_unstranded', 'ARHGAP29-AS1_tpm_unstranded', 'AL158834.1_tpm_unstranded', 'LINC00348_tpm_unstranded', 'AL109811.1_tpm_unstranded', 'AC004112.1_tpm_unstranded', 'AC010894.1_tpm_unstranded', 'AL451105.1_tpm_unstranded', 'THORLNC_tpm_unstranded', 'LINC02051_tpm_unstranded', 'AL390835.1_tpm_unstranded', 'AC104463.2_tpm_unstranded', 'AC096637.1_tpm_unstranded', 'LHFPL3-AS1_tpm_unstranded', 'AC135178.2_tpm_unstranded', 'AC002472.1_tpm_unstranded', 'SMYD3-AS1_tpm_unstranded', 'AL354733.1_tpm_unstranded', 'AL035416.1_tpm_unstranded', 'AL359541.1_tpm_unstranded', 'Z97652.1_tpm_unstranded', 'LINC01359_tpm_unstranded', 'AL731577.1_tpm_unstranded', 'AL451069.1_tpm_unstranded', 'LINC00354_tpm_unstranded', 'AL353608.2_tpm_unstranded', 'TTTY4_tpm_unstranded', 'BSN-DT_tpm_unstranded', 'LINC01276_tpm_unstranded', 'AL365184.1_tpm_unstranded', 'AL160004.1_tpm_unstranded', 'LINC00454_tpm_unstranded', 'IL1R1-AS1_tpm_unstranded', 'AL451081.1_tpm_unstranded', 'LINC00161_tpm_unstranded', 'AC119428.1_tpm_unstranded', 'AC062021.1_tpm_unstranded', 'RNF207-AS1_tpm_unstranded', 'DANCR_tpm_unstranded', 'NCKAP5-AS2_tpm_unstranded', 'AL023802.1_tpm_unstranded', 'AP000432.1_tpm_unstranded', 'AL358075.1_tpm_unstranded', 'AC078883.2_tpm_unstranded', 'AC073114.1_tpm_unstranded', 'LINC00423_tpm_unstranded', 'AL391845.1_tpm_unstranded', 'MAGI2-AS2_tpm_unstranded', 'LINC01692_tpm_unstranded', 'LINC01203_tpm_unstranded', 'AC025946.1_tpm_unstranded', 'AC145625.1_tpm_unstranded', 'AC012593.1_tpm_unstranded', 'LINC00658_tpm_unstranded', 'AP000477.1_tpm_unstranded', 'AL136988.2_tpm_unstranded', 'LINC01247_tpm_unstranded', 'LINC02876_tpm_unstranded', 'LINC02527_tpm_unstranded', 'FKBP14-AS1_tpm_unstranded', 'LINC02796_tpm_unstranded', 'AC007036.1_tpm_unstranded', 'AC007557.1_tpm_unstranded', 'SLC8A1-AS1_tpm_unstranded', 'AL139237.1_tpm_unstranded', 'AC019130.1_tpm_unstranded', 'LINC00511_tpm_unstranded', 'ITGB2-AS1_tpm_unstranded', 'AC003666.1_tpm_unstranded', 'LINC01682_tpm_unstranded', 'AL589765.1_tpm_unstranded', 'AC012065.1_tpm_unstranded', 'AL512288.1_tpm_unstranded', 'MUC12-AS1_tpm_unstranded', 'LINC00629_tpm_unstranded', 'AC079779.1_tpm_unstranded', 'Z98257.1_tpm_unstranded', 'AL162584.1_tpm_unstranded', 'EPS15-AS1_tpm_unstranded', 'FOCAD-AS1_tpm_unstranded', 'AP000472.1_tpm_unstranded', 'AL158166.1_tpm_unstranded', 'LINC02094_tpm_unstranded', 'LINC02798_tpm_unstranded', 'L29074.1_tpm_unstranded', 'AC012494.1_tpm_unstranded', 'AL031767.1_tpm_unstranded', 'AP000402.1_tpm_unstranded', 'SLC6A17-AS1_tpm_unstranded', 'AL512785.1_tpm_unstranded', 'AC073636.1_tpm_unstranded', 'AC025822.1_tpm_unstranded', 'AC104667.1_tpm_unstranded', 'LMCD1-AS1_tpm_unstranded', 'LINC01630_tpm_unstranded', 'HORMAD2-AS1_tpm_unstranded', 'LINC02672_tpm_unstranded', 'AP002856.1_tpm_unstranded', 'LBX1-AS1_tpm_unstranded', 'AL139275.2_tpm_unstranded', 'AC241644.1_tpm_unstranded', 'LINC01153_tpm_unstranded', 'IL21-AS1_tpm_unstranded', 'AC069285.2_tpm_unstranded', 'AL669970.2_tpm_unstranded', 'AL161725.1_tpm_unstranded', 'AC068535.1_tpm_unstranded', 'AC092755.1_tpm_unstranded', 'WDR11-AS1_tpm_unstranded', 'AL442638.1_tpm_unstranded', 'Z98747.1_tpm_unstranded', 'AF178030.1_tpm_unstranded', 'AC011290.1_tpm_unstranded', 'AL590677.1_tpm_unstranded', 'LINC01688_tpm_unstranded', 'AC018511.1_tpm_unstranded', 'MGAT3-AS1_tpm_unstranded', 'AC092535.2_tpm_unstranded', 'AL023581.2_tpm_unstranded', 'AC244453.1_tpm_unstranded', 'MIR663AHG_tpm_unstranded', 'AC009365.3_tpm_unstranded', 'C6orf47-AS1_tpm_unstranded', 'ST7-AS1_tpm_unstranded', 'AL162724.1_tpm_unstranded', 'AL645937.2_tpm_unstranded', 'AC079145.1_tpm_unstranded', 'SPATA13-AS1_tpm_unstranded', 'HCG15_tpm_unstranded', 'AL355613.1_tpm_unstranded', 'AL356276.1_tpm_unstranded', 'AL157935.1_tpm_unstranded', 'AL133346.1_tpm_unstranded', 'AC017101.1_tpm_unstranded', 'AL606534.1_tpm_unstranded', 'AL672291.1_tpm_unstranded', 'AL136456.1_tpm_unstranded', 'LINC00845_tpm_unstranded', 'AC092042.1_tpm_unstranded', 'FAM155A-IT1_tpm_unstranded', 'AC012063.1_tpm_unstranded', 'AL158834.2_tpm_unstranded', 'MIS18A-AS1_tpm_unstranded', 'SMIM2-AS1_tpm_unstranded', 'LINC01985_tpm_unstranded', 'AL162427.1_tpm_unstranded', 'MYOCD-AS1_tpm_unstranded', 'AL603839.1_tpm_unstranded', 'AC110015.1_tpm_unstranded', 'AL389889.1_tpm_unstranded', 'LINC01364_tpm_unstranded', 'AC009229.1_tpm_unstranded', 'AC118345.1_tpm_unstranded', 'AC016994.1_tpm_unstranded', 'AL035541.1_tpm_unstranded', 'AL356489.1_tpm_unstranded', 'AC239727.1_tpm_unstranded', 'AC073188.2_tpm_unstranded', 'LINC02708_tpm_unstranded', 'AC010998.1_tpm_unstranded', 'LINC02832_tpm_unstranded', 'LINC02630_tpm_unstranded', 'AF130417.1_tpm_unstranded', 'LINC00434_tpm_unstranded', 'AL139280.1_tpm_unstranded', 'LINC00307_tpm_unstranded', 'ARHGEF7-AS1_tpm_unstranded', 'RBM26-AS1_tpm_unstranded', 'AL359644.1_tpm_unstranded', 'LINC00866_tpm_unstranded', 'AC017074.1_tpm_unstranded', 'AL512658.1_tpm_unstranded', 'AC018685.1_tpm_unstranded', 'AC008060.2_tpm_unstranded', 'RABGAP1L-DT_tpm_unstranded', 'AL157832.1_tpm_unstranded', 'DLG1-AS1_tpm_unstranded', 'AC091705.1_tpm_unstranded', 'AL133410.1_tpm_unstranded', 'HPN-AS1_tpm_unstranded', 'KIF9-AS1_tpm_unstranded', 'AC012501.2_tpm_unstranded', 'LINC01806_tpm_unstranded', 'AC245884.1_tpm_unstranded', 'ZMYM4-AS1_tpm_unstranded', 'PCGEM1_tpm_unstranded', 'LINC01724_tpm_unstranded', 'CSE1L-AS1_tpm_unstranded', 'ASIC4-AS1_tpm_unstranded', 'AP001471.1_tpm_unstranded', 'TTTY17B_tpm_unstranded', 'AL450345.1_tpm_unstranded', 'LINC00310_tpm_unstranded', 'AC079612.2_tpm_unstranded', 'AL390838.1_tpm_unstranded', 'PDE4B-AS1_tpm_unstranded', 'LINC01537_tpm_unstranded', 'AL355300.1_tpm_unstranded', 'STK4-AS1_tpm_unstranded', 'AC124861.1_tpm_unstranded', 'CCDC148-AS1_tpm_unstranded', 'AC008080.2_tpm_unstranded', 'AL157702.2_tpm_unstranded', 'CR559946.1_tpm_unstranded', 'AL162400.1_tpm_unstranded', 'AL050309.1_tpm_unstranded', 'NCAM1-AS1_tpm_unstranded', 'AC006458.1_tpm_unstranded', 'AL138921.1_tpm_unstranded', 'KIF1C-AS1_tpm_unstranded', 'AC099066.2_tpm_unstranded', 'AC018359.1_tpm_unstranded', 'MROCKI_tpm_unstranded', 'LINC01624_tpm_unstranded', 'LINC01839_tpm_unstranded', 'LINC01442_tpm_unstranded', 'AL592301.1_tpm_unstranded', 'AL160163.1_tpm_unstranded', 'LINC01483_tpm_unstranded', 'MIR1302-9HG_tpm_unstranded', 'AL008719.1_tpm_unstranded', 'AC096540.1_tpm_unstranded', 'DIAPH3-AS1_tpm_unstranded', 'AL162414.1_tpm_unstranded', 'SLC2A1-AS1_tpm_unstranded', 'AL357315.1_tpm_unstranded', 'DNAJC9-AS1_tpm_unstranded', 'AC092614.1_tpm_unstranded', 'SPAG5-AS1_tpm_unstranded', 'AC018647.1_tpm_unstranded', 'AC116035.1_tpm_unstranded', 'AL590422.1_tpm_unstranded', 'MIR4290HG_tpm_unstranded', 'AC074257.1_tpm_unstranded', 'LINC00376_tpm_unstranded', 'AC112229.2_tpm_unstranded', 'AL136114.1_tpm_unstranded', 'CNTN4-AS2_tpm_unstranded', 'TP73-AS3_tpm_unstranded', 'HSD11B1-AS1_tpm_unstranded', 'Z94721.1_tpm_unstranded', 'PTPRT-AS1_tpm_unstranded', 'AL031779.1_tpm_unstranded', 'AC005392.1_tpm_unstranded', 'FRMPD3-AS1_tpm_unstranded', 'LINC01074_tpm_unstranded', 'CERS6-AS1_tpm_unstranded', 'AL391056.1_tpm_unstranded', 'AL080276.2_tpm_unstranded', 'LINC01132_tpm_unstranded', 'LINC01714_tpm_unstranded', 'SOX21-AS1_tpm_unstranded', 'STEAP2-AS1_tpm_unstranded', 'AC005160.1_tpm_unstranded', 'CLYBL-AS2_tpm_unstranded', 'UST-AS1_tpm_unstranded', 'AL162734.1_tpm_unstranded', 'LINC00355_tpm_unstranded', 'LINC01068_tpm_unstranded', 'AL355581.1_tpm_unstranded', 'AC108051.1_tpm_unstranded', 'AL033504.1_tpm_unstranded', 'AL358394.1_tpm_unstranded', 'LINC02088_tpm_unstranded', 'AL713965.1_tpm_unstranded', 'DNMBP-AS1_tpm_unstranded', 'AP001619.1_tpm_unstranded', 'LINC00111_tpm_unstranded', 'AL354892.1_tpm_unstranded', 'AL391097.2_tpm_unstranded', 'AL713998.1_tpm_unstranded', 'LINC01850_tpm_unstranded', 'AL359915.1_tpm_unstranded', 'AC092159.1_tpm_unstranded', 'AP000459.1_tpm_unstranded', 'AC016730.1_tpm_unstranded', 'AC006042.1_tpm_unstranded', 'AL596188.1_tpm_unstranded', 'AP001271.1_tpm_unstranded', 'AC239809.3_tpm_unstranded', 'AL590378.1_tpm_unstranded', 'LINC02803_tpm_unstranded', 'AL121987.2_tpm_unstranded', 'AC004875.1_tpm_unstranded', 'LINC01940_tpm_unstranded', 'AL138916.1_tpm_unstranded', 'RCC2-AS1_tpm_unstranded', 'AP000282.1_tpm_unstranded', 'LINC01693_tpm_unstranded', 'AC072062.1_tpm_unstranded', 'ASH1L-IT1_tpm_unstranded', 'AC002553.1_tpm_unstranded', 'AL158198.1_tpm_unstranded', 'AL355674.1_tpm_unstranded', 'INKA2-AS1_tpm_unstranded', 'AL590408.1_tpm_unstranded', 'AC122136.1_tpm_unstranded', 'AL121885.2_tpm_unstranded', 'SUCLA2-AS1_tpm_unstranded', 'AC021035.1_tpm_unstranded', 'AL358075.2_tpm_unstranded', 'AC002383.1_tpm_unstranded', 'AL050402.1_tpm_unstranded', 'AL590652.1_tpm_unstranded', 'FAM66A_tpm_unstranded', 'LINC00352_tpm_unstranded', 'AL731569.1_tpm_unstranded', 'AC062032.1_tpm_unstranded', 'SNAP25-AS1_tpm_unstranded', 'AL158837.1_tpm_unstranded', 'FLJ31104_tpm_unstranded', 'LINC02344_tpm_unstranded', 'AL441943.2_tpm_unstranded', 'AL136979.1_tpm_unstranded', 'AL449043.1_tpm_unstranded', 'AL353597.1_tpm_unstranded', 'LINC01655_tpm_unstranded', 'MACROD2-IT1_tpm_unstranded', 'SRGAP3-AS3_tpm_unstranded', 'AC003087.1_tpm_unstranded', 'AL357874.1_tpm_unstranded', 'AL390243.1_tpm_unstranded', 'AC104695.1_tpm_unstranded', 'LINC01696_tpm_unstranded', 'PTPRK-AS1_tpm_unstranded', 'AC007383.1_tpm_unstranded', 'LINC01738_tpm_unstranded', 'LINC01341_tpm_unstranded', 'TARID_tpm_unstranded', 'AL390778.1_tpm_unstranded', 'AL451042.2_tpm_unstranded', 'AL138799.1_tpm_unstranded', 'RBM15-AS1_tpm_unstranded', 'LINC01429_tpm_unstranded', 'AC012668.1_tpm_unstranded', 'AC092675.2_tpm_unstranded', 'AC020743.1_tpm_unstranded', 'AC105935.1_tpm_unstranded', 'AC073343.2_tpm_unstranded', 'IL6R-AS1_tpm_unstranded', 'RAPGEF4-AS1_tpm_unstranded', 'AL158835.1_tpm_unstranded', 'HCG20_tpm_unstranded', 'AL136369.1_tpm_unstranded', 'AC069257.1_tpm_unstranded', 'AC078842.1_tpm_unstranded', 'AC010967.1_tpm_unstranded', 'NGF-AS1_tpm_unstranded', 'AL139246.3_tpm_unstranded', 'AC114763.1_tpm_unstranded', 'AL160408.1_tpm_unstranded', 'AL355314.2_tpm_unstranded', 'FAM245A_tpm_unstranded', 'LINC01736_tpm_unstranded', 'PABPC4-AS1_tpm_unstranded', 'AC131571.1_tpm_unstranded', 'LYPLAL1-DT_tpm_unstranded', 'AC023469.2_tpm_unstranded', 'LINC01515_tpm_unstranded', 'LINC01740_tpm_unstranded', 'AL139008.2_tpm_unstranded', 'AC133106.1_tpm_unstranded', 'AC012368.2_tpm_unstranded', 'SIM1-AS1_tpm_unstranded', 'AC118553.1_tpm_unstranded', 'AL589990.1_tpm_unstranded', 'LINC01820_tpm_unstranded', 'LINC01757_tpm_unstranded', 'AP000692.1_tpm_unstranded', 'SPTBN1-AS1_tpm_unstranded', 'MELTF-AS1_tpm_unstranded', 'AC003991.1_tpm_unstranded', 'AL161725.2_tpm_unstranded', 'AP001631.1_tpm_unstranded', 'AL096678.1_tpm_unstranded', 'FALEC_tpm_unstranded', 'LINC01649_tpm_unstranded', 'AC099684.1_tpm_unstranded', 'LINC01494_tpm_unstranded', 'AL773545.1_tpm_unstranded', 'AP001469.2_tpm_unstranded', 'LINC01402_tpm_unstranded', 'AL031283.1_tpm_unstranded', 'AL354861.2_tpm_unstranded', 'AL357140.2_tpm_unstranded', 'AC004941.1_tpm_unstranded', 'AL161793.1_tpm_unstranded', 'AL133343.1_tpm_unstranded', 'AC007952.2_tpm_unstranded', 'LINC01674_tpm_unstranded', 'AL158069.1_tpm_unstranded', 'AC097713.1_tpm_unstranded', 'AL158147.1_tpm_unstranded', 'AL031963.1_tpm_unstranded', 'AL020996.1_tpm_unstranded', 'AC091770.1_tpm_unstranded', 'AL162385.1_tpm_unstranded', 'AC092265.1_tpm_unstranded', 'LINC02843_tpm_unstranded', 'AL512353.1_tpm_unstranded', 'AL022341.1_tpm_unstranded', 'GRASLND_tpm_unstranded', 'AC004830.2_tpm_unstranded', 'LINC02869_tpm_unstranded', 'NLGN1-AS1_tpm_unstranded', 'LINC02770_tpm_unstranded', 'AL355607.1_tpm_unstranded', 'LINC00578_tpm_unstranded', 'AC073050.1_tpm_unstranded', 'HCG11_tpm_unstranded', 'AC012070.1_tpm_unstranded', 'AC243961.1_tpm_unstranded', 'TINAG-AS1_tpm_unstranded', 'AP001476.3_tpm_unstranded', 'EFCAB14-AS1_tpm_unstranded', 'AL138900.1_tpm_unstranded', 'TTTY17A_tpm_unstranded', 'XPC-AS1_tpm_unstranded', 'AC012442.1_tpm_unstranded', 'AC096639.1_tpm_unstranded', 'ITPRIP-AS1_tpm_unstranded', 'LINC01320_tpm_unstranded', 'LINC02048_tpm_unstranded', 'AC106874.1_tpm_unstranded', 'AL021707.2_tpm_unstranded', 'ARMCX3-AS1_tpm_unstranded', 'UMLILO_tpm_unstranded', 'AL731568.1_tpm_unstranded', 'PCAT6_tpm_unstranded', 'TBX18-AS1_tpm_unstranded', 'AL049712.1_tpm_unstranded', 'LINC00392_tpm_unstranded', 'TTTY4C_tpm_unstranded', 'AL512770.1_tpm_unstranded', 'LINC01209_tpm_unstranded', 'LINC01350_tpm_unstranded', 'GUSBP11_tpm_unstranded', 'AL158070.1_tpm_unstranded', 'AP001610.2_tpm_unstranded', 'AL162419.1_tpm_unstranded', 'MYADM-AS1_tpm_unstranded', 'LINC01890_tpm_unstranded', 'AC024028.1_tpm_unstranded', 'LINC01784_tpm_unstranded', 'MIR646HG_tpm_unstranded', 'AC115618.2_tpm_unstranded', 'LINC02585_tpm_unstranded', 'AC018832.1_tpm_unstranded', 'AL354989.1_tpm_unstranded', 'AL450322.1_tpm_unstranded', 'BX322559.1_tpm_unstranded', 'LINC02263_tpm_unstranded', 'AL606970.2_tpm_unstranded', 'AC015971.1_tpm_unstranded', 'AL133351.1_tpm_unstranded', 'AC106873.1_tpm_unstranded', 'TXNDC12-AS1_tpm_unstranded', 'SMIM10L2B-AS1_tpm_unstranded', 'AC010891.1_tpm_unstranded', 'ITPKB-IT1_tpm_unstranded', 'FAM197Y7_tpm_unstranded', 'AC007040.1_tpm_unstranded', 'AL031668.1_tpm_unstranded', 'AC011995.1_tpm_unstranded', 'AL162391.1_tpm_unstranded', 'LINC01004_tpm_unstranded', 'AL356481.1_tpm_unstranded', 'LINC01635_tpm_unstranded', 'AC079154.1_tpm_unstranded', 'AL590226.1_tpm_unstranded', 'AC035139.1_tpm_unstranded', 'AP001468.1_tpm_unstranded', 'AL031056.1_tpm_unstranded', 'LNC-LBCS_tpm_unstranded', 'LINC01185_tpm_unstranded', 'AL360182.2_tpm_unstranded', 'LINC01768_tpm_unstranded', 'AC005013.1_tpm_unstranded', 'LINC00687_tpm_unstranded', 'AL357552.2_tpm_unstranded', 'AL645634.1_tpm_unstranded', 'AL590764.1_tpm_unstranded', 'AC004951.1_tpm_unstranded', 'AL139260.1_tpm_unstranded', 'LINC02474_tpm_unstranded', 'AL137244.1_tpm_unstranded', 'AC098484.1_tpm_unstranded', 'LINC01546_tpm_unstranded', 'AL845311.1_tpm_unstranded', 'AL929236.1_tpm_unstranded', 'AL138885.2_tpm_unstranded', 'PRKCE-AS1_tpm_unstranded', 'LINC01713_tpm_unstranded', 'AL137025.1_tpm_unstranded', 'GRK5-IT1_tpm_unstranded', 'AL450263.1_tpm_unstranded', 'AC092168.1_tpm_unstranded', 'LINC01013_tpm_unstranded', 'AC106875.1_tpm_unstranded', 'AL357558.1_tpm_unstranded', 'LINC01760_tpm_unstranded', 'AC011897.1_tpm_unstranded', 'AL513550.1_tpm_unstranded', 'AC006460.1_tpm_unstranded', 'AC099552.3_tpm_unstranded', 'MIR34AHG_tpm_unstranded', 'AC016396.1_tpm_unstranded', 'AC068057.1_tpm_unstranded', 'LYPLAL1-AS1_tpm_unstranded', 'AC009411.1_tpm_unstranded', 'AL157413.1_tpm_unstranded', 'AC073326.1_tpm_unstranded', 'AC093159.1_tpm_unstranded', 'AC003684.1_tpm_unstranded', 'CCDC183-AS1_tpm_unstranded', 'ITPKB-AS1_tpm_unstranded', 'BX284668.2_tpm_unstranded', 'AL389885.1_tpm_unstranded', 'AC004837.2_tpm_unstranded', 'AL033519.4_tpm_unstranded', 'AL513323.1_tpm_unstranded', 'AC026355.2_tpm_unstranded', 'AL133247.1_tpm_unstranded', 'LINC01005_tpm_unstranded', 'AC013287.1_tpm_unstranded', 'AL138962.1_tpm_unstranded', 'AC010731.1_tpm_unstranded', 'AC005042.1_tpm_unstranded', 'AL049748.1_tpm_unstranded', 'MIR4432HG_tpm_unstranded', 'D21S2088E_tpm_unstranded', 'AC013436.1_tpm_unstranded', 'MACC1-AS1_tpm_unstranded', 'AL121759.1_tpm_unstranded', 'AL139011.1_tpm_unstranded', 'AC141930.1_tpm_unstranded', 'AC012462.2_tpm_unstranded', 'Z97056.1_tpm_unstranded', 'Z82198.1_tpm_unstranded', 'HDAC2-AS2_tpm_unstranded', 'AL451047.1_tpm_unstranded', 'AC009468.1_tpm_unstranded', 'AC092295.1_tpm_unstranded', 'HOTAIR_tpm_unstranded', 'AL136115.1_tpm_unstranded', 'LINC02663_tpm_unstranded', 'ROCR_tpm_unstranded', 'AC079779.2_tpm_unstranded', 'AL353747.2_tpm_unstranded', 'SNHG26_tpm_unstranded', 'AC008940.1_tpm_unstranded', 'AC079793.1_tpm_unstranded', 'AL772202.1_tpm_unstranded', 'LINC01201_tpm_unstranded', 'STIM1-AS1_tpm_unstranded', 'LINC00448_tpm_unstranded', 'AC006482.1_tpm_unstranded', 'TTC3-AS1_tpm_unstranded', 'AL034347.1_tpm_unstranded', 'AC004692.2_tpm_unstranded', 'AC016820.1_tpm_unstranded', 'AL590723.1_tpm_unstranded', 'AL355997.1_tpm_unstranded', 'AL445307.1_tpm_unstranded', 'AL023755.1_tpm_unstranded', 'TNKS2-AS1_tpm_unstranded', 'AL355310.2_tpm_unstranded', 'LINC00659_tpm_unstranded', 'AL691426.1_tpm_unstranded', 'AL109763.1_tpm_unstranded', 'LINC02575_tpm_unstranded', 'AL691420.1_tpm_unstranded', 'LINC02521_tpm_unstranded', 'AL022313.2_tpm_unstranded', 'SRGAP3-AS2_tpm_unstranded', 'LINC02013_tpm_unstranded', 'AC096543.2_tpm_unstranded', 'AC011228.1_tpm_unstranded', 'AC008781.1_tpm_unstranded', 'AL162384.1_tpm_unstranded', 'GABRG3-AS1_tpm_unstranded', 'AL445985.1_tpm_unstranded', 'LINC02577_tpm_unstranded', 'AL450306.1_tpm_unstranded', 'LINC01672_tpm_unstranded', 'LIMS1-AS1_tpm_unstranded', 'AC003101.1_tpm_unstranded', 'AL033539.1_tpm_unstranded', 'WEE2-AS1_tpm_unstranded', 'LINC02534_tpm_unstranded', 'AL513542.1_tpm_unstranded', 'Z69666.1_tpm_unstranded', 'LINC00954_tpm_unstranded', 'LINC00266-4P_tpm_unstranded', 'NLGN4Y-AS1_tpm_unstranded', 'THRB-AS1_tpm_unstranded', 'AL356310.1_tpm_unstranded', 'AL033523.1_tpm_unstranded', 'LINC01128_tpm_unstranded', 'LINC01939_tpm_unstranded', 'AL590068.1_tpm_unstranded', 'AC064807.1_tpm_unstranded', 'AC073641.1_tpm_unstranded', 'AC072022.1_tpm_unstranded', 'AL034428.1_tpm_unstranded', 'LAMA5-AS1_tpm_unstranded', 'BACH1-IT2_tpm_unstranded', 'MIR4500HG_tpm_unstranded', 'AL592494.1_tpm_unstranded', 'AL160408.2_tpm_unstranded', 'AC012123.1_tpm_unstranded', 'AL355483.1_tpm_unstranded', 'PIK3IP1-DT_tpm_unstranded', 'PCDH9-AS2_tpm_unstranded', 'AL133410.2_tpm_unstranded', 'AC092802.2_tpm_unstranded', 'NEGR1-IT1_tpm_unstranded', 'AC104653.1_tpm_unstranded', 'AC068389.1_tpm_unstranded', 'AL121985.1_tpm_unstranded', 'AC012307.1_tpm_unstranded', 'AC010745.2_tpm_unstranded', 'AL669970.3_tpm_unstranded', 'SEPTIN7-DT_tpm_unstranded', 'AL138963.1_tpm_unstranded', 'LINC01428_tpm_unstranded', 'UBAC2-AS1_tpm_unstranded', 'TTTY21_tpm_unstranded', 'AL353804.1_tpm_unstranded', 'LINC01803_tpm_unstranded', 'NECTIN4-AS1_tpm_unstranded', 'LINC01344_tpm_unstranded', 'AC097381.1_tpm_unstranded', 'AP000355.1_tpm_unstranded', 'AC016722.2_tpm_unstranded', 'AC107419.1_tpm_unstranded', 'AKT3-IT1_tpm_unstranded', 'AC004485.1_tpm_unstranded', 'AC023137.1_tpm_unstranded', 'LINC02041_tpm_unstranded', 'SATB1-AS1_tpm_unstranded', 'AL049812.3_tpm_unstranded', 'LINC01690_tpm_unstranded', 'AC096554.1_tpm_unstranded', 'LINC02607_tpm_unstranded', 'AC009955.1_tpm_unstranded', 'LINC01205_tpm_unstranded', 'AL353771.1_tpm_unstranded', 'AC096570.1_tpm_unstranded', 'HNF4A-AS1_tpm_unstranded', 'LINC01038_tpm_unstranded', 'AC003685.1_tpm_unstranded', 'LINC01277_tpm_unstranded', 'AL161457.1_tpm_unstranded', 'AL450992.1_tpm_unstranded', 'AP001595.1_tpm_unstranded', 'AL031656.1_tpm_unstranded', 'ZFAND2A-DT_tpm_unstranded', 'AL451070.1_tpm_unstranded', 'AF127577.1_tpm_unstranded', 'LINC01788_tpm_unstranded', 'HECW2-AS1_tpm_unstranded', 'AL354893.2_tpm_unstranded', 'AC093459.1_tpm_unstranded', 'LINC01165_tpm_unstranded', 'LINC01548_tpm_unstranded', 'AC076966.2_tpm_unstranded', 'ASTN2-AS1_tpm_unstranded', 'LINC02587_tpm_unstranded', 'AL137847.1_tpm_unstranded', 'MED4-AS1_tpm_unstranded', 'AL137026.1_tpm_unstranded', 'AC068491.1_tpm_unstranded', 'AGBL5-IT1_tpm_unstranded', 'VIM-AS1_tpm_unstranded', 'KANSL1L-AS1_tpm_unstranded', 'AC016710.1_tpm_unstranded', 'CCDC26_tpm_unstranded', 'AC233976.1_tpm_unstranded', 'ANKRD10-IT1_tpm_unstranded', 'EPHA1-AS1_tpm_unstranded', 'KCNQ5-AS1_tpm_unstranded', 'LINC02038_tpm_unstranded', 'AC009229.2_tpm_unstranded', 'RUNX3-AS1_tpm_unstranded', 'AC114488.1_tpm_unstranded', 'LINC00382_tpm_unstranded', 'AC008154.1_tpm_unstranded', 'AC233280.1_tpm_unstranded', 'AL050349.1_tpm_unstranded', 'AC069542.1_tpm_unstranded', 'AL358473.1_tpm_unstranded', 'AC004870.3_tpm_unstranded', 'AC009495.1_tpm_unstranded', 'AC087071.1_tpm_unstranded', 'LINC02787_tpm_unstranded', 'AC103564.1_tpm_unstranded', 'LINC00200_tpm_unstranded', 'AL162408.1_tpm_unstranded', 'AC073987.1_tpm_unstranded', 'LINC00242_tpm_unstranded', 'AC105398.1_tpm_unstranded', 'AL162400.2_tpm_unstranded', 'AL356056.1_tpm_unstranded', 'LINC00582_tpm_unstranded', 'AC022201.1_tpm_unstranded', 'AC011891.2_tpm_unstranded', 'TTTY10_tpm_unstranded', 'LINC00710_tpm_unstranded', 'AL358452.1_tpm_unstranded', 'LINC01981_tpm_unstranded', 'LINC00377_tpm_unstranded', 'LINC00446_tpm_unstranded', 'AC138089.1_tpm_unstranded', 'AL807752.2_tpm_unstranded', 'LPGAT1-AS1_tpm_unstranded', 'AL596223.1_tpm_unstranded', 'AL160411.1_tpm_unstranded', 'AC004691.1_tpm_unstranded', 'SNHG31_tpm_unstranded', 'AL451048.1_tpm_unstranded', 'AC091493.1_tpm_unstranded', 'AL157388.1_tpm_unstranded', 'LINC02829_tpm_unstranded', 'BX284656.1_tpm_unstranded', 'REV3L-IT1_tpm_unstranded', 'AL133353.1_tpm_unstranded', 'AL031963.2_tpm_unstranded', 'AL356387.1_tpm_unstranded', 'AP000431.1_tpm_unstranded', 'LINC02768_tpm_unstranded', 'AL139294.1_tpm_unstranded', 'AL451140.1_tpm_unstranded', 'AL121845.1_tpm_unstranded', 'AC006455.4_tpm_unstranded', 'AP001464.1_tpm_unstranded', 'LINC00459_tpm_unstranded', 'AC010737.1_tpm_unstranded', 'AL353633.1_tpm_unstranded', 'BX088651.2_tpm_unstranded', 'AL353693.1_tpm_unstranded', 'AL133268.3_tpm_unstranded', 'MCHR2-AS1_tpm_unstranded', 'AC008269.1_tpm_unstranded', 'ACAP2-IT1_tpm_unstranded', 'AL391839.1_tpm_unstranded', 'AC006947.1_tpm_unstranded', 'GK-IT1_tpm_unstranded', 'AC046143.1_tpm_unstranded', 'DANT1_tpm_unstranded', 'AC079305.2_tpm_unstranded', 'AL392185.1_tpm_unstranded', 'HYI-AS1_tpm_unstranded', 'AC007563.1_tpm_unstranded', 'LRRC3-DT_tpm_unstranded', 'AC090587.1_tpm_unstranded', 'AC073062.1_tpm_unstranded', 'SZT2-AS1_tpm_unstranded', 'LINC00452_tpm_unstranded', 'AC006041.1_tpm_unstranded', 'PRKAR1B-AS2_tpm_unstranded', 'BX322557.1_tpm_unstranded', 'CTNNA2-AS1_tpm_unstranded', 'LINC01715_tpm_unstranded', 'AL139246.4_tpm_unstranded', 'AC062039.1_tpm_unstranded', 'CNIH3-AS1_tpm_unstranded', 'MIR5689HG_tpm_unstranded', 'AL162151.1_tpm_unstranded', 'AC005999.1_tpm_unstranded', 'LINC00858_tpm_unstranded', 'AL359853.1_tpm_unstranded', 'KCNQ1-AS1_tpm_unstranded', 'SFTA3_tpm_unstranded', 'AL136181.1_tpm_unstranded', 'AL512625.2_tpm_unstranded', 'AC007349.1_tpm_unstranded', 'AJ009632.2_tpm_unstranded', 'MED8-AS1_tpm_unstranded', 'LINC02069_tpm_unstranded', 'AC017048.1_tpm_unstranded', 'LINC00366_tpm_unstranded', 'LINC00433_tpm_unstranded', 'ST3GAL3-AS1_tpm_unstranded', 'CPVL-AS1_tpm_unstranded', 'AL157882.1_tpm_unstranded', 'LINC01789_tpm_unstranded', 'AC010157.1_tpm_unstranded', 'AC023669.1_tpm_unstranded', 'LYST-AS1_tpm_unstranded', 'LINC02627_tpm_unstranded', 'LINC00362_tpm_unstranded', 'LINC02766_tpm_unstranded', 'ALG13-AS1_tpm_unstranded', 'AC136489.1_tpm_unstranded', 'AC012494.2_tpm_unstranded', 'AL450327.1_tpm_unstranded', 'AC105053.1_tpm_unstranded', 'AL391863.1_tpm_unstranded', 'AC068580.1_tpm_unstranded', 'LINC00404_tpm_unstranded', 'MYCBP2-AS2_tpm_unstranded', 'LINC01523_tpm_unstranded', 'AC053503.1_tpm_unstranded', 'AC119677.1_tpm_unstranded', 'RABGAP1L-AS1_tpm_unstranded', 'AC003986.1_tpm_unstranded', 'LINC02572_tpm_unstranded', 'LINC01739_tpm_unstranded', 'PANK2-AS1_tpm_unstranded', 'AC010163.1_tpm_unstranded', 'LINC00428_tpm_unstranded', 'AC012445.1_tpm_unstranded', 'LINC00379_tpm_unstranded', 'SACS-AS1_tpm_unstranded', 'LINC01204_tpm_unstranded', 'LINC02264_tpm_unstranded', 'AL356753.1_tpm_unstranded', 'LINC00358_tpm_unstranded', 'AL358074.1_tpm_unstranded', 'AL158825.2_tpm_unstranded', 'AL596087.2_tpm_unstranded', 'ACVR2B-AS1_tpm_unstranded', 'AC006017.1_tpm_unstranded', 'LINC00411_tpm_unstranded', 'AL391336.1_tpm_unstranded', 'AC004014.1_tpm_unstranded', 'LINC01718_tpm_unstranded', 'AL137027.1_tpm_unstranded', 'LINC01079_tpm_unstranded', 'LINC02851_tpm_unstranded', 'LINC01501_tpm_unstranded', 'AC011287.1_tpm_unstranded', 'MBNL1-AS1_tpm_unstranded', 'LINC01822_tpm_unstranded', 'AC016877.1_tpm_unstranded', 'AC073115.1_tpm_unstranded', 'LINC01264_tpm_unstranded', 'LINC01758_tpm_unstranded', 'AC087857.1_tpm_unstranded', 'LINC00280_tpm_unstranded', 'AL109914.1_tpm_unstranded', 'MYOSLID_tpm_unstranded', 'LINC02681_tpm_unstranded', 'LINC02526_tpm_unstranded', 'ITGB1-DT_tpm_unstranded', 'AC004975.2_tpm_unstranded', 'AL137186.1_tpm_unstranded', 'MAST4-AS1_tpm_unstranded', 'LINC01150_tpm_unstranded', 'AL450322.2_tpm_unstranded', 'Z73495.1_tpm_unstranded', 'AC007327.2_tpm_unstranded', 'CRPPA-AS1_tpm_unstranded', 'SOS1-IT1_tpm_unstranded', 'LINC00484_tpm_unstranded', 'FAM242E_tpm_unstranded', 'AL161636.1_tpm_unstranded', 'AL512366.1_tpm_unstranded', 'AC110615.1_tpm_unstranded', 'MIR194-2HG_tpm_unstranded', 'AL109924.1_tpm_unstranded', 'AL078590.1_tpm_unstranded', 'LINC01054_tpm_unstranded', 'AC013460.1_tpm_unstranded', 'AL136531.1_tpm_unstranded', 'AC019349.1_tpm_unstranded', 'PDC-AS1_tpm_unstranded', 'U91324.1_tpm_unstranded', 'LINC01159_tpm_unstranded', 'AC096649.1_tpm_unstranded', 'AC044781.1_tpm_unstranded', 'AL121910.1_tpm_unstranded', 'AL021396.1_tpm_unstranded', 'AL022337.1_tpm_unstranded', 'AL035665.1_tpm_unstranded', 'AC018866.1_tpm_unstranded', 'LINC02624_tpm_unstranded', 'C4B-AS1_tpm_unstranded', 'AC016751.1_tpm_unstranded', 'UBE2Q1-AS1_tpm_unstranded', 'AC118754.1_tpm_unstranded', 'LINC00388_tpm_unstranded', 'AL356259.1_tpm_unstranded', 'LINC00399_tpm_unstranded', 'AC140481.1_tpm_unstranded', 'LINC01813_tpm_unstranded', 'XIST_tpm_unstranded', 'AC103925.1_tpm_unstranded', 'AL360091.1_tpm_unstranded', 'AC018462.1_tpm_unstranded', 'AC099788.1_tpm_unstranded', 'EMX2OS_tpm_unstranded', 'AC139149.1_tpm_unstranded', 'ARSD-AS1_tpm_unstranded', 'AC019205.1_tpm_unstranded', 'AL357936.1_tpm_unstranded', 'AC008568.1_tpm_unstranded', 'AL121972.1_tpm_unstranded', 'STEAP3-AS1_tpm_unstranded', 'AL359878.2_tpm_unstranded', 'OGFR-AS1_tpm_unstranded', 'CASC20_tpm_unstranded', 'AC091685.1_tpm_unstranded', 'AL450469.1_tpm_unstranded', 'LINC01315_tpm_unstranded', 'TAX1BP1-AS1_tpm_unstranded', 'AL157373.2_tpm_unstranded', 'FOXO6-AS1_tpm_unstranded', 'AL669831.2_tpm_unstranded', 'AC128709.1_tpm_unstranded', 'AL360295.1_tpm_unstranded', 'AC016999.1_tpm_unstranded', 'DOCK9-AS1_tpm_unstranded', 'KIF25-AS1_tpm_unstranded', 'LINC02865_tpm_unstranded', 'AL583803.1_tpm_unstranded', 'AP001043.1_tpm_unstranded', 'LINC00400_tpm_unstranded', 'ATXN1-AS1_tpm_unstranded', 'MYO16-AS2_tpm_unstranded', 'PDE11A-AS1_tpm_unstranded', 'AC133865.1_tpm_unstranded', 'TFAP2A-AS1_tpm_unstranded', 'FLJ31356_tpm_unstranded', 'AL590666.2_tpm_unstranded', 'Z98749.1_tpm_unstranded', 'ZRANB2-AS2_tpm_unstranded', 'AL031687.1_tpm_unstranded', 'AL590483.1_tpm_unstranded', 'AP000221.1_tpm_unstranded', 'AC080129.1_tpm_unstranded', 'MAGEA4-AS1_tpm_unstranded', 'AL136982.2_tpm_unstranded', 'AC007128.1_tpm_unstranded', 'AL022313.3_tpm_unstranded', 'AL118523.1_tpm_unstranded', 'TOB1-AS1_tpm_unstranded', 'LINC01435_tpm_unstranded', 'AL606468.1_tpm_unstranded', 'AP001042.2_tpm_unstranded', 'MIR181A1HG_tpm_unstranded', 'AC022400.2_tpm_unstranded', 'AC093585.1_tpm_unstranded', 'SGSM3-AS1_tpm_unstranded', 'AC006455.5_tpm_unstranded', 'AL359095.1_tpm_unstranded', 'ALMS1-IT1_tpm_unstranded', 'SNAP47-AS1_tpm_unstranded', 'AL049646.1_tpm_unstranded', 'CT70_tpm_unstranded', 'LINC00709_tpm_unstranded', 'AL365184.2_tpm_unstranded', 'NHS-AS1_tpm_unstranded', 'LINC02800_tpm_unstranded', 'AC092813.2_tpm_unstranded', 'AL353742.1_tpm_unstranded', 'AC006357.1_tpm_unstranded', 'IGSF21-AS1_tpm_unstranded', 'LINC00364_tpm_unstranded', 'BIRC6-AS1_tpm_unstranded', 'AL020994.2_tpm_unstranded', 'TRPM2-AS_tpm_unstranded', 'AL360091.2_tpm_unstranded', 'AC010974.1_tpm_unstranded', 'CDC42-IT1_tpm_unstranded', 'AL162231.2_tpm_unstranded', 'PRRT3-AS1_tpm_unstranded', 'AC006059.1_tpm_unstranded', 'AC108025.1_tpm_unstranded', 'TMEM254-AS1_tpm_unstranded', 'AC022535.1_tpm_unstranded', 'TCERG1L-AS1_tpm_unstranded', 'AL606490.3_tpm_unstranded', 'LINC02028_tpm_unstranded', 'AL354793.1_tpm_unstranded', 'AL022316.1_tpm_unstranded', 'LINC02643_tpm_unstranded', 'AC138207.1_tpm_unstranded', 'AGBL4-AS1_tpm_unstranded', 'TPRG1-AS2_tpm_unstranded', 'AL008723.1_tpm_unstranded', 'AL445070.1_tpm_unstranded', 'FGF12-AS2_tpm_unstranded', 'LINC02641_tpm_unstranded', 'LINC01721_tpm_unstranded', 'LINC02812_tpm_unstranded', 'NPAS2-AS1_tpm_unstranded', 'LINC01075_tpm_unstranded', 'HOXB-AS1_tpm_unstranded', 'AL021707.3_tpm_unstranded', 'AF274573.1_tpm_unstranded', 'CEP250-AS1_tpm_unstranded', 'LINC00443_tpm_unstranded', 'BX119904.1_tpm_unstranded', 'AL122010.1_tpm_unstranded', 'AC090957.1_tpm_unstranded', 'LINC01790_tpm_unstranded', 'LINC01149_tpm_unstranded', 'LINC01433_tpm_unstranded', 'SMYD3-IT1_tpm_unstranded', 'C9orf147_tpm_unstranded', 'AC246680.1_tpm_unstranded', 'AC005518.1_tpm_unstranded', 'AC007952.3_tpm_unstranded', 'AL359382.1_tpm_unstranded', 'AP000688.1_tpm_unstranded', 'LINC01840_tpm_unstranded', 'ATXN8OS_tpm_unstranded', 'AL121829.1_tpm_unstranded', 'AC010163.2_tpm_unstranded', 'AF240627.1_tpm_unstranded', 'AL162582.1_tpm_unstranded', 'Z98742.1_tpm_unstranded', 'LINC01753_tpm_unstranded', 'NFE4_tpm_unstranded', 'AC005208.1_tpm_unstranded', 'AL136322.1_tpm_unstranded', 'LINC02603_tpm_unstranded', 'XXYLT1-AS2_tpm_unstranded', 'LINC02525_tpm_unstranded', 'AC092807.1_tpm_unstranded', 'AC013472.1_tpm_unstranded', 'AL358781.2_tpm_unstranded', 'ARMC2-AS1_tpm_unstranded', 'NAALADL2-AS3_tpm_unstranded', 'LINC02370_tpm_unstranded', 'AL590068.2_tpm_unstranded', 'STARD13-IT1_tpm_unstranded', 'AL353743.2_tpm_unstranded', 'AL121718.1_tpm_unstranded', 'AC010422.1_tpm_unstranded', 'HCG24_tpm_unstranded', 'ELOVL2-AS1_tpm_unstranded', 'FEZF1-AS1_tpm_unstranded', 'LINC01284_tpm_unstranded', 'TTLL1-AS1_tpm_unstranded', 'AL136320.1_tpm_unstranded', 'LINC00159_tpm_unstranded', 'LINC01734_tpm_unstranded', 'AL359921.1_tpm_unstranded', 'AC004160.1_tpm_unstranded', 'EXOSC10-AS1_tpm_unstranded', 'AL035250.2_tpm_unstranded', 'AL451129.1_tpm_unstranded', 'DSCR9_tpm_unstranded', 'FAM41C_tpm_unstranded', 'AP000146.1_tpm_unstranded', 'AL136376.1_tpm_unstranded', 'AC012507.1_tpm_unstranded', 'AL118508.1_tpm_unstranded', 'LINC01048_tpm_unstranded', 'AC004835.1_tpm_unstranded', 'AC092667.1_tpm_unstranded', 'LINC01747_tpm_unstranded', 'LINC01972_tpm_unstranded', 'LINC01349_tpm_unstranded', 'LINC01066_tpm_unstranded', 'AL161640.1_tpm_unstranded', 'BZW1-AS1_tpm_unstranded', 'LINC01786_tpm_unstranded', 'LINC00595_tpm_unstranded', 'AL672310.1_tpm_unstranded', 'EMC1-AS1_tpm_unstranded', 'LINC01036_tpm_unstranded', 'ALG14-AS1_tpm_unstranded', 'AC114803.1_tpm_unstranded', 'AL031770.1_tpm_unstranded', 'LINC01650_tpm_unstranded', 'AC004160.2_tpm_unstranded', 'AL136460.1_tpm_unstranded', 'SERPINB9P1_tpm_unstranded', 'AL391119.1_tpm_unstranded', 'ASB15-AS1_tpm_unstranded', 'LINC00276_tpm_unstranded', 'LINC01381_tpm_unstranded', 'U73166.1_tpm_unstranded', 'PROX1-AS1_tpm_unstranded', 'AL078645.1_tpm_unstranded', 'AP000532.2_tpm_unstranded', 'AL135908.1_tpm_unstranded', 'AP000695.1_tpm_unstranded', 'AC124057.1_tpm_unstranded', 'PSMG3-AS1_tpm_unstranded', 'VAV3-AS1_tpm_unstranded', 'AL139383.1_tpm_unstranded', 'AL049651.1_tpm_unstranded', 'AL035409.1_tpm_unstranded', 'AC108463.2_tpm_unstranded', 'MKX-AS1_tpm_unstranded', 'AL354824.1_tpm_unstranded', 'THAP7-AS1_tpm_unstranded', 'AC092580.2_tpm_unstranded', 'AL589642.2_tpm_unstranded', 'LINC01756_tpm_unstranded', 'LINC01799_tpm_unstranded', 'AC073370.1_tpm_unstranded', 'LIMD1-AS1_tpm_unstranded', 'AC091133.1_tpm_unstranded', 'AL356234.2_tpm_unstranded', 'AL392046.1_tpm_unstranded', 'AL360268.1_tpm_unstranded', 'AL158071.2_tpm_unstranded', 'AOAH-IT1_tpm_unstranded', 'LINC00102_tpm_unstranded', 'ERLNC1_tpm_unstranded', 'AC021078.1_tpm_unstranded', 'AC092162.2_tpm_unstranded', 'AL450326.1_tpm_unstranded', 'AL121757.1_tpm_unstranded', 'ZNF32-AS2_tpm_unstranded', 'AC114763.2_tpm_unstranded', 'LINC02639_tpm_unstranded', 'AC013286.1_tpm_unstranded', 'LINC02580_tpm_unstranded', 'FTX_tpm_unstranded', 'AL136164.1_tpm_unstranded', 'AC018495.1_tpm_unstranded', 'AC073188.3_tpm_unstranded', 'AC092683.1_tpm_unstranded', 'AC004039.1_tpm_unstranded', 'HM13-AS1_tpm_unstranded', 'AL139220.2_tpm_unstranded', 'AC104461.1_tpm_unstranded', 'Z97205.1_tpm_unstranded', 'AL160408.3_tpm_unstranded', 'DNM3OS_tpm_unstranded', 'AL353152.1_tpm_unstranded', 'USP12-AS2_tpm_unstranded', 'LINC01818_tpm_unstranded', 'AC022816.1_tpm_unstranded', 'AL138831.1_tpm_unstranded', 'AC024084.1_tpm_unstranded', 'RGPD4-AS1_tpm_unstranded', 'KLHL7-DT_tpm_unstranded', 'FAM224B_tpm_unstranded', 'AL844175.1_tpm_unstranded', 'AL353803.2_tpm_unstranded', 'ENO1-AS1_tpm_unstranded', 'AC004869.1_tpm_unstranded', 'AL158207.2_tpm_unstranded', 'AC067945.1_tpm_unstranded', 'AL008626.1_tpm_unstranded', 'AC013402.1_tpm_unstranded', 'AL450003.1_tpm_unstranded', 'AC012462.3_tpm_unstranded', 'AC011753.2_tpm_unstranded', 'AC105935.2_tpm_unstranded', 'AL645608.2_tpm_unstranded', 'MYOM3-AS1_tpm_unstranded', 'AL021940.1_tpm_unstranded', 'AC104024.1_tpm_unstranded', 'LINC00332_tpm_unstranded', 'AL355526.1_tpm_unstranded', 'LINC02644_tpm_unstranded', 'LINC01001_tpm_unstranded', 'AL035252.2_tpm_unstranded', 'AL590093.1_tpm_unstranded', 'AL160270.1_tpm_unstranded', 'AC074011.1_tpm_unstranded', 'AL589745.1_tpm_unstranded', 'AC016949.1_tpm_unstranded', 'AC092171.2_tpm_unstranded', 'AC093423.2_tpm_unstranded', 'AL021937.1_tpm_unstranded', 'AC106870.2_tpm_unstranded', 'Z82173.1_tpm_unstranded', 'AC006007.1_tpm_unstranded', 'AC021188.1_tpm_unstranded', 'MEIS1-AS2_tpm_unstranded', 'AC007036.2_tpm_unstranded', 'ZNF341-AS1_tpm_unstranded', 'AC095032.2_tpm_unstranded', 'LINC01676_tpm_unstranded', 'AC092650.1_tpm_unstranded', 'AL807761.4_tpm_unstranded', 'ARHGAP26-IT1_tpm_unstranded', 'AC012456.2_tpm_unstranded', 'AF015720.1_tpm_unstranded', 'FOXD3-AS1_tpm_unstranded', 'AC097532.1_tpm_unstranded', 'AL132709.7_tpm_unstranded', 'SRGAP2-AS1_tpm_unstranded', 'AL807757.1_tpm_unstranded', 'LINC01362_tpm_unstranded', 'AC005532.1_tpm_unstranded', 'AL390774.2_tpm_unstranded', 'ARPP21-AS1_tpm_unstranded', 'AC007349.2_tpm_unstranded', 'AC068580.2_tpm_unstranded', 'LINC01293_tpm_unstranded', 'LINC01614_tpm_unstranded', 'AL139824.1_tpm_unstranded', 'ZNF674-AS1_tpm_unstranded', 'AL158154.2_tpm_unstranded', 'AL360268.2_tpm_unstranded', 'LINC02857_tpm_unstranded', 'AC099567.1_tpm_unstranded', 'LINC02558_tpm_unstranded', 'LINC00486_tpm_unstranded', 'AL445933.2_tpm_unstranded', 'LINC00692_tpm_unstranded', 'AL133284.1_tpm_unstranded', 'AL604028.1_tpm_unstranded', 'AL596087.3_tpm_unstranded', 'MAGEA8-AS1_tpm_unstranded', 'AL591074.1_tpm_unstranded', 'AL391807.1_tpm_unstranded', 'AL021707.4_tpm_unstranded', 'DPP4-DT_tpm_unstranded', 'AL513422.1_tpm_unstranded', 'HAO2-IT1_tpm_unstranded', 'AL079301.1_tpm_unstranded', 'LINC00309_tpm_unstranded', 'AL139241.1_tpm_unstranded', 'MIR205HG_tpm_unstranded', 'AC002386.1_tpm_unstranded', 'LINC02541_tpm_unstranded', 'AC026202.1_tpm_unstranded', 'LINC01507_tpm_unstranded', 'AP000356.1_tpm_unstranded', 'AC099344.1_tpm_unstranded', 'AL929472.2_tpm_unstranded', 'AL109910.1_tpm_unstranded', 'LINC01520_tpm_unstranded', 'AL133387.2_tpm_unstranded', 'AC084149.1_tpm_unstranded', 'LINC02090_tpm_unstranded', 'HHATL-AS1_tpm_unstranded', 'AP001116.1_tpm_unstranded', 'AC012355.1_tpm_unstranded', 'LINC00160_tpm_unstranded', 'AL049649.1_tpm_unstranded', 'AC092625.1_tpm_unstranded', 'AL121672.1_tpm_unstranded', 'SCTR-AS1_tpm_unstranded', 'AL049594.1_tpm_unstranded', 'LINC00373_tpm_unstranded', 'LINC00326_tpm_unstranded', 'AC092431.1_tpm_unstranded', 'LINC00271_tpm_unstranded', 'LINC01804_tpm_unstranded', 'AL355303.1_tpm_unstranded', 'LINC01911_tpm_unstranded', 'AL360227.1_tpm_unstranded', 'AL109917.1_tpm_unstranded', 'AL353614.1_tpm_unstranded', 'AC093833.1_tpm_unstranded', 'LINC02522_tpm_unstranded', 'AC096637.2_tpm_unstranded', 'LINC00395_tpm_unstranded', 'AC103563.2_tpm_unstranded', 'THBS3-AS1_tpm_unstranded', 'AL590133.1_tpm_unstranded', 'HCG18_tpm_unstranded', 'AL157414.2_tpm_unstranded', 'KIF5C-AS1_tpm_unstranded', 'AL592161.1_tpm_unstranded', 'AL078587.1_tpm_unstranded', 'LINC02655_tpm_unstranded', 'AC011747.1_tpm_unstranded', 'MIR4422HG_tpm_unstranded', 'AC012513.1_tpm_unstranded', 'AC008154.2_tpm_unstranded', 'AL035588.1_tpm_unstranded', 'AC022395.1_tpm_unstranded', 'ECE1-AS1_tpm_unstranded', 'LINC01436_tpm_unstranded', 'LINC01508_tpm_unstranded', 'FO393408.1_tpm_unstranded', 'AL035587.1_tpm_unstranded', 'AC078842.2_tpm_unstranded', 'AL031666.1_tpm_unstranded', 'AF129075.1_tpm_unstranded', 'AL137856.1_tpm_unstranded', 'LNCAROD_tpm_unstranded', 'AC022537.1_tpm_unstranded', 'HAR1B_tpm_unstranded', 'TCF7L1-IT1_tpm_unstranded', 'AC009987.1_tpm_unstranded', 'BX005214.2_tpm_unstranded', 'TTTY3_tpm_unstranded', 'AL157378.1_tpm_unstranded', 'AL354979.1_tpm_unstranded', 'DNAH8-AS1_tpm_unstranded', 'MORF4L2-AS1_tpm_unstranded', 'AC093702.1_tpm_unstranded', 'KLF3-AS1_tpm_unstranded', 'CSMD2-AS1_tpm_unstranded', 'AC002451.1_tpm_unstranded', 'LINC01098_tpm_unstranded', 'AC007099.1_tpm_unstranded', 'AC116609.2_tpm_unstranded', 'LINC01720_tpm_unstranded', 'LINC00852_tpm_unstranded', 'AL357832.1_tpm_unstranded', 'AC007003.1_tpm_unstranded', 'SPRY4-AS1_tpm_unstranded', 'AL356056.2_tpm_unstranded', 'AL139819.1_tpm_unstranded', 'AC013448.1_tpm_unstranded', 'AL157884.2_tpm_unstranded', 'FARP1-AS1_tpm_unstranded', 'AF127577.2_tpm_unstranded', 'AC011752.1_tpm_unstranded', 'ZBTB46-AS1_tpm_unstranded', 'COMETT_tpm_unstranded', 'AL590399.3_tpm_unstranded', 'GS1-600G8.3_tpm_unstranded', 'LINC01593_tpm_unstranded', 'TRIM31-AS1_tpm_unstranded', 'AC006450.1_tpm_unstranded', 'LINC01423_tpm_unstranded', 'CFAP58-DT_tpm_unstranded', 'AP001605.1_tpm_unstranded', 'LINC00349_tpm_unstranded', 'AC116038.1_tpm_unstranded', 'LINC02884_tpm_unstranded', 'FAM242D_tpm_unstranded', 'ITPR1-DT_tpm_unstranded', 'AC099792.1_tpm_unstranded', 'LINC01640_tpm_unstranded', 'AC005009.1_tpm_unstranded', 'TRERNA1_tpm_unstranded', 'AC010745.3_tpm_unstranded', 'AL122008.1_tpm_unstranded', 'APCDD1L-DT_tpm_unstranded', 'AC106799.1_tpm_unstranded', 'AC004888.1_tpm_unstranded', 'AL627443.1_tpm_unstranded', 'MANCR_tpm_unstranded', 'SGO1-AS1_tpm_unstranded', 'AC112484.1_tpm_unstranded', 'TBL1XR1-AS1_tpm_unstranded', 'MAP4K3-DT_tpm_unstranded', 'AP000696.1_tpm_unstranded', 'LINC02662_tpm_unstranded', 'LINC01816_tpm_unstranded', 'AL031772.1_tpm_unstranded', 'OOEP-AS1_tpm_unstranded', 'EML6-AS1_tpm_unstranded', 'AC017006.1_tpm_unstranded', 'LINC01160_tpm_unstranded', 'AP000302.1_tpm_unstranded', 'AL355516.1_tpm_unstranded', 'LINC01712_tpm_unstranded', 'WARS2-AS1_tpm_unstranded', 'LINC02613_tpm_unstranded', 'GNA14-AS1_tpm_unstranded', 'FGF12-AS1_tpm_unstranded', 'AL357874.2_tpm_unstranded', 'AC099681.2_tpm_unstranded', 'AC023481.1_tpm_unstranded', 'AC099344.2_tpm_unstranded', 'AL008638.1_tpm_unstranded', 'GORAB-AS1_tpm_unstranded', 'AC005392.2_tpm_unstranded', 'AL356289.1_tpm_unstranded', 'AC005090.1_tpm_unstranded', 'LINC00689_tpm_unstranded', 'LINC01817_tpm_unstranded', 'AC011840.1_tpm_unstranded', 'LINC01516_tpm_unstranded', 'BX284613.2_tpm_unstranded', 'FILNC1_tpm_unstranded', 'LINC01445_tpm_unstranded', 'LINC00396_tpm_unstranded', 'LINC01750_tpm_unstranded', 'WASIR2_tpm_unstranded', 'AL358176.4_tpm_unstranded', 'DST-AS1_tpm_unstranded', 'AC244102.1_tpm_unstranded', 'LINC01305_tpm_unstranded', 'AL365204.1_tpm_unstranded', 'AL022314.1_tpm_unstranded', 'RB1-DT_tpm_unstranded', 'AC074389.2_tpm_unstranded', 'AC004448.1_tpm_unstranded', 'AC105450.1_tpm_unstranded', 'AP006285.1_tpm_unstranded', 'AP003774.1_tpm_unstranded', 'AL121885.3_tpm_unstranded', 'AL136369.2_tpm_unstranded', 'AC108868.1_tpm_unstranded', 'LINC01353_tpm_unstranded', 'AL162253.1_tpm_unstranded', 'LINC02782_tpm_unstranded', 'AC006003.1_tpm_unstranded', 'AC007285.1_tpm_unstranded', 'AL162385.2_tpm_unstranded', 'FAM27C_tpm_unstranded', 'FAM225A_tpm_unstranded', 'LINC02779_tpm_unstranded', 'AL157932.1_tpm_unstranded', 'LINC01249_tpm_unstranded', 'AL391840.1_tpm_unstranded', 'FBXO36-IT1_tpm_unstranded', 'LINC00278_tpm_unstranded', 'AC226101.1_tpm_unstranded', 'DPP10-AS3_tpm_unstranded', 'AC010132.1_tpm_unstranded', 'TAB3-AS1_tpm_unstranded', 'AC020718.1_tpm_unstranded', 'CLEC12A-AS1_tpm_unstranded', 'AL139288.1_tpm_unstranded', 'LINC02595_tpm_unstranded', 'LINC02015_tpm_unstranded', 'AL139118.1_tpm_unstranded', 'AC034228.1_tpm_unstranded', 'AC009110.1_tpm_unstranded', 'AC007557.2_tpm_unstranded', 'AL157709.1_tpm_unstranded', 'AL133232.1_tpm_unstranded', 'LINC01363_tpm_unstranded', 'AL357873.1_tpm_unstranded', 'DLEU2_tpm_unstranded', 'AC007098.1_tpm_unstranded', 'AC104462.1_tpm_unstranded', 'AC099568.1_tpm_unstranded', 'AL354733.2_tpm_unstranded', 'AP000855.1_tpm_unstranded', 'ANKRD44-AS1_tpm_unstranded', 'AC013402.2_tpm_unstranded', 'AL133406.2_tpm_unstranded', 'AL592464.1_tpm_unstranded', 'LINC00283_tpm_unstranded', 'AGBL5-AS1_tpm_unstranded', 'LUARIS_tpm_unstranded', 'FSIP2-AS1_tpm_unstranded', 'LINC01698_tpm_unstranded', 'DLG3-AS1_tpm_unstranded', 'AL590428.1_tpm_unstranded', 'AC010731.2_tpm_unstranded', 'RPS6KA2-AS1_tpm_unstranded', 'AL357052.1_tpm_unstranded', 'COA6-AS1_tpm_unstranded', 'LINC01704_tpm_unstranded', 'LINC01307_tpm_unstranded', 'DIRC3_tpm_unstranded', 'LINC00410_tpm_unstranded', 'AL358779.1_tpm_unstranded', 'LINC02723_tpm_unstranded', 'AC020743.2_tpm_unstranded', 'LINC01891_tpm_unstranded', 'AL033397.1_tpm_unstranded', 'LINC01090_tpm_unstranded', 'LINC00574_tpm_unstranded', 'AL592114.3_tpm_unstranded', 'AP002856.2_tpm_unstranded', 'AL354993.1_tpm_unstranded', 'AC004895.1_tpm_unstranded', 'AL451069.2_tpm_unstranded', 'LINC00899_tpm_unstranded', 'AF064860.2_tpm_unstranded', 'AL513348.1_tpm_unstranded', 'LINC02789_tpm_unstranded', 'AL353747.3_tpm_unstranded', 'LINC-PINT_tpm_unstranded', 'AC112907.1_tpm_unstranded', 'TMSB15B-AS1_tpm_unstranded', 'ARHGEF9-IT1_tpm_unstranded', 'AC010976.1_tpm_unstranded', 'AL136985.1_tpm_unstranded', 'LINC01273_tpm_unstranded', 'AL596223.2_tpm_unstranded', 'ABCA9-AS1_tpm_unstranded', 'AL512380.1_tpm_unstranded', 'CHODL-AS1_tpm_unstranded', 'AL449983.1_tpm_unstranded', 'ARHGAP15-AS1_tpm_unstranded', 'AL355312.2_tpm_unstranded', 'DLX6-AS1_tpm_unstranded', 'LINC01354_tpm_unstranded', 'AL035701.1_tpm_unstranded', 'TMEM44-AS1_tpm_unstranded', 'Z93403.1_tpm_unstranded', 'LINC01611_tpm_unstranded', 'AC079896.1_tpm_unstranded', 'LINC00575_tpm_unstranded', 'PIK3CD-AS2_tpm_unstranded', 'AL445228.1_tpm_unstranded', 'AC009542.1_tpm_unstranded', 'ITCH-IT1_tpm_unstranded', 'PCAT7_tpm_unstranded', 'LINC01388_tpm_unstranded', 'AL159166.1_tpm_unstranded', 'LINC00210_tpm_unstranded', 'AC007179.1_tpm_unstranded', 'LINC01198_tpm_unstranded', 'LINC01819_tpm_unstranded', 'AL157834.1_tpm_unstranded', 'AC245140.1_tpm_unstranded', 'TMEM139-AS1_tpm_unstranded', 'AC092832.2_tpm_unstranded', 'MRPS9-AS1_tpm_unstranded', 'AL162377.1_tpm_unstranded', 'AC067945.2_tpm_unstranded', 'AL139393.1_tpm_unstranded', 'AL807752.3_tpm_unstranded', 'AP001625.1_tpm_unstranded', 'AL031848.1_tpm_unstranded', 'IPO9-AS1_tpm_unstranded', 'AC099560.1_tpm_unstranded', 'AC009158.1_tpm_unstranded', 'AL359551.1_tpm_unstranded', 'KF459542.1_tpm_unstranded', 'AL109615.2_tpm_unstranded', 'F10-AS1_tpm_unstranded', 'AL138733.2_tpm_unstranded', 'TRAF3IP2-AS1_tpm_unstranded', 'DARS-AS1_tpm_unstranded', 'AC073316.2_tpm_unstranded', 'AC019185.1_tpm_unstranded', 'MYO3B-AS1_tpm_unstranded', 'AL354754.1_tpm_unstranded', 'AL135923.2_tpm_unstranded', 'AC079354.1_tpm_unstranded', 'IDH1-AS1_tpm_unstranded', 'FO393415.2_tpm_unstranded', 'LINC00387_tpm_unstranded', 'AC007402.1_tpm_unstranded', 'NEBL-AS1_tpm_unstranded', 'AC093734.1_tpm_unstranded', 'MYO18B-AS1_tpm_unstranded', 'FAM242A_tpm_unstranded', 'AC116666.1_tpm_unstranded', 'PGM5P4-AS1_tpm_unstranded', 'PHKA1-AS1_tpm_unstranded', 'HS1BP3-IT1_tpm_unstranded', 'AL161638.1_tpm_unstranded', 'AC004837.3_tpm_unstranded', 'AL031432.1_tpm_unstranded', 'AC007383.2_tpm_unstranded', 'AL662864.1_tpm_unstranded', 'AL731567.1_tpm_unstranded', 'LINC02818_tpm_unstranded', 'MMADHC-DT_tpm_unstranded', 'AL355490.2_tpm_unstranded', 'CT69_tpm_unstranded', 'AL096828.1_tpm_unstranded', 'AL356361.2_tpm_unstranded', 'AC011899.1_tpm_unstranded', 'LINC00415_tpm_unstranded', 'AL354949.1_tpm_unstranded', 'AP000474.1_tpm_unstranded', 'LINC01787_tpm_unstranded', 'AL442224.1_tpm_unstranded', 'AC092802.3_tpm_unstranded', 'EP300-AS1_tpm_unstranded', 'LRRC8C-DT_tpm_unstranded', 'AC108868.2_tpm_unstranded', 'LINC01880_tpm_unstranded', 'AC005537.1_tpm_unstranded', 'DNMT3L-AS1_tpm_unstranded', 'AC074183.1_tpm_unstranded', 'LEF1-AS1_tpm_unstranded', 'LINC01807_tpm_unstranded', 'AC007391.1_tpm_unstranded', 'AL078599.2_tpm_unstranded', 'AC092168.2_tpm_unstranded', 'AL135790.1_tpm_unstranded', 'AL133230.1_tpm_unstranded', 'SILC1_tpm_unstranded', 'LINC01798_tpm_unstranded', 'AC078845.1_tpm_unstranded', 'AC092687.1_tpm_unstranded', 'AC093390.1_tpm_unstranded', 'AC005772.1_tpm_unstranded', 'AL691447.2_tpm_unstranded', 'LINC01063_tpm_unstranded', 'AC004870.4_tpm_unstranded', 'Z82198.2_tpm_unstranded', 'LINC01031_tpm_unstranded', 'LINC01697_tpm_unstranded', 'AL662789.1_tpm_unstranded', 'LARGE-IT1_tpm_unstranded', 'RPS6KA2-IT1_tpm_unstranded', 'LINC01104_tpm_unstranded', 'AL606534.2_tpm_unstranded', 'AL159990.2_tpm_unstranded', 'DCST1-AS1_tpm_unstranded', 'AC012313.1_tpm_unstranded', 'LINC01653_tpm_unstranded', 'RFX3-AS1_tpm_unstranded', 'AL353751.1_tpm_unstranded', 'LINC00384_tpm_unstranded', 'BACH1-AS1_tpm_unstranded', 'AL357375.1_tpm_unstranded', 'AL450469.2_tpm_unstranded', 'AP001057.1_tpm_unstranded', 'AC092966.1_tpm_unstranded', 'NCOA7-AS1_tpm_unstranded', 'NDFIP2-AS1_tpm_unstranded', 'LINC00867_tpm_unstranded', 'AC073257.1_tpm_unstranded', 'AC012593.2_tpm_unstranded', 'RAP2C-AS1_tpm_unstranded', 'USP12-AS1_tpm_unstranded', 'LINC01873_tpm_unstranded', 'LINC00708_tpm_unstranded', 'AL031386.1_tpm_unstranded', 'AL662889.1_tpm_unstranded', 'AL354714.3_tpm_unstranded', 'LINC02181_tpm_unstranded', 'KIF26B-AS1_tpm_unstranded', 'AL157359.2_tpm_unstranded', 'Z99943.1_tpm_unstranded', 'AL596442.1_tpm_unstranded', 'AL158090.1_tpm_unstranded', 'AL353613.1_tpm_unstranded', 'LINC01701_tpm_unstranded', 'AC008440.1_tpm_unstranded', 'LINC01047_tpm_unstranded', 'AC013401.1_tpm_unstranded', 'LINC00865_tpm_unstranded', 'LINC02043_tpm_unstranded', 'AL355499.1_tpm_unstranded', 'AL035415.1_tpm_unstranded', 'AL354994.1_tpm_unstranded', 'AL158166.2_tpm_unstranded', 'LINC02805_tpm_unstranded', 'AL096799.1_tpm_unstranded', 'HSD17B3-AS1_tpm_unstranded', 'GNG12-AS1_tpm_unstranded', 'AL121902.1_tpm_unstranded', 'SLC6A1-AS1_tpm_unstranded', 'AL133260.2_tpm_unstranded', 'AL031674.1_tpm_unstranded', 'AL589935.1_tpm_unstranded', 'GRHL3-AS1_tpm_unstranded', 'AL357514.1_tpm_unstranded', 'FAM215B_tpm_unstranded', 'LNCPRESS1_tpm_unstranded', 'AC012485.2_tpm_unstranded', 'DAOA-AS1_tpm_unstranded', 'AL390856.1_tpm_unstranded', 'AL078590.2_tpm_unstranded', 'LINC02518_tpm_unstranded', 'AC093627.1_tpm_unstranded', 'AC084030.1_tpm_unstranded', 'AL354864.1_tpm_unstranded', 'AC022540.1_tpm_unstranded', 'AL390728.5_tpm_unstranded', 'SEMA3B-AS1_tpm_unstranded', 'AC026320.1_tpm_unstranded', 'VIPR1-AS1_tpm_unstranded', 'AL050404.1_tpm_unstranded', 'AC104777.1_tpm_unstranded', 'AP000281.2_tpm_unstranded', 'AL021391.1_tpm_unstranded', 'AC016910.1_tpm_unstranded', 'AC015712.1_tpm_unstranded', 'AC090696.1_tpm_unstranded', 'AL138830.2_tpm_unstranded', 'AC004882.1_tpm_unstranded', 'LINC00112_tpm_unstranded', 'AL121895.1_tpm_unstranded', 'AC140481.2_tpm_unstranded', 'AC009495.2_tpm_unstranded', 'AL121601.1_tpm_unstranded', 'AL589923.1_tpm_unstranded', 'ELN-AS1_tpm_unstranded', 'BPESC1_tpm_unstranded', 'TTTY19_tpm_unstranded', 'AL360013.2_tpm_unstranded', 'MHENCR_tpm_unstranded', 'AC010745.4_tpm_unstranded', 'EMSLR_tpm_unstranded', 'AL354824.2_tpm_unstranded', 'AC018467.1_tpm_unstranded', 'LINC02777_tpm_unstranded', 'LARS2-AS1_tpm_unstranded', 'LINC01450_tpm_unstranded', 'Z98949.2_tpm_unstranded', 'AL049765.1_tpm_unstranded', 'AL136368.1_tpm_unstranded', 'NCKAP5-IT1_tpm_unstranded', 'TGFB2-AS1_tpm_unstranded', 'RPL37A-DT_tpm_unstranded', 'RASA3-IT1_tpm_unstranded', 'OSBPL10-AS1_tpm_unstranded', 'AL161912.1_tpm_unstranded', 'AP005273.1_tpm_unstranded', 'ST3GAL5-AS1_tpm_unstranded', 'AP000233.2_tpm_unstranded', 'AC074366.1_tpm_unstranded', 'AL353807.2_tpm_unstranded', 'GCSIR_tpm_unstranded', 'AC073323.1_tpm_unstranded', 'LINC02802_tpm_unstranded', 'AL031773.1_tpm_unstranded', 'LIF-AS1_tpm_unstranded', 'AC093673.1_tpm_unstranded', 'AL365436.2_tpm_unstranded', 'AC092810.2_tpm_unstranded', 'LINC00945_tpm_unstranded', 'DPYD-IT1_tpm_unstranded', 'AC253536.3_tpm_unstranded', 'LINC01809_tpm_unstranded', 'AC104088.1_tpm_unstranded', 'AL590609.2_tpm_unstranded', 'KCND3-IT1_tpm_unstranded', 'LINC01549_tpm_unstranded', 'MRTFA-AS1_tpm_unstranded', 'AC079742.1_tpm_unstranded', 'KIAA1614-AS1_tpm_unstranded', 'AL451127.1_tpm_unstranded', 'LINC02642_tpm_unstranded', 'LINC01646_tpm_unstranded', 'AC013727.1_tpm_unstranded', 'AL122034.1_tpm_unstranded', 'TONSL-AS1_tpm_unstranded', 'AC010967.2_tpm_unstranded', 'LINC01412_tpm_unstranded', 'AL683813.1_tpm_unstranded', 'LINC02576_tpm_unstranded', 'AL355304.1_tpm_unstranded', 'MRAP-AS1_tpm_unstranded', 'LINC01517_tpm_unstranded', 'AC092809.2_tpm_unstranded', 'AC079465.1_tpm_unstranded', 'AL360267.1_tpm_unstranded', 'AL390294.1_tpm_unstranded', 'AL354892.2_tpm_unstranded', 'AC008073.2_tpm_unstranded', 'LINC00385_tpm_unstranded', 'LINC01431_tpm_unstranded', 'AC107214.1_tpm_unstranded', 'LINC01780_tpm_unstranded', 'LINC01656_tpm_unstranded', 'IDI2-AS1_tpm_unstranded', 'CFTR-AS1_tpm_unstranded', 'AC004862.1_tpm_unstranded', 'ZNF687-AS1_tpm_unstranded', 'AL121830.1_tpm_unstranded', 'LINC00665_tpm_unstranded', 'LINC01705_tpm_unstranded', 'AC002511.1_tpm_unstranded', 'AL592430.1_tpm_unstranded', 'ATP11A-AS1_tpm_unstranded', 'LINC00442_tpm_unstranded', 'LINC01628_tpm_unstranded', 'AP001596.1_tpm_unstranded', 'AC012370.1_tpm_unstranded', 'AC017006.2_tpm_unstranded', 'AC254562.2_tpm_unstranded', 'KIZ-AS1_tpm_unstranded', 'LINC01022_tpm_unstranded', 'AC007272.1_tpm_unstranded', 'AC239800.2_tpm_unstranded', 'U52111.1_tpm_unstranded', 'AC211433.1_tpm_unstranded', 'AC097717.1_tpm_unstranded', 'AL353612.1_tpm_unstranded', 'AL607028.1_tpm_unstranded', 'LINC01826_tpm_unstranded', 'LINC02022_tpm_unstranded', 'AC135050.1_tpm_unstranded', 'AL162726.4_tpm_unstranded', 'AL035658.1_tpm_unstranded', 'AC004990.1_tpm_unstranded', 'AC002480.1_tpm_unstranded', 'AL355483.2_tpm_unstranded', 'AC016825.1_tpm_unstranded', 'AL355916.1_tpm_unstranded', 'ITGA6-AS1_tpm_unstranded', 'LINC01162_tpm_unstranded', 'SLCO4A1-AS1_tpm_unstranded', 'AP001610.3_tpm_unstranded', 'AL137186.2_tpm_unstranded', 'TTTY20_tpm_unstranded', 'AL360270.1_tpm_unstranded', 'LINC01717_tpm_unstranded', 'COL4A2-AS1_tpm_unstranded', 'AC073188.4_tpm_unstranded', 'AC003986.2_tpm_unstranded', 'AL445433.2_tpm_unstranded', 'LINC01189_tpm_unstranded', 'AC231533.1_tpm_unstranded', 'LMLN-AS1_tpm_unstranded', 'AC107057.1_tpm_unstranded', 'LINC01700_tpm_unstranded', 'LINC00363_tpm_unstranded', 'PTGES2-AS1_tpm_unstranded', 'AF165147.1_tpm_unstranded', 'SMG7-AS1_tpm_unstranded', 'AC080129.2_tpm_unstranded', 'AL353596.1_tpm_unstranded', 'DPYD-AS1_tpm_unstranded', 'AF127936.1_tpm_unstranded', 'GPC5-AS2_tpm_unstranded', 'AF212831.1_tpm_unstranded', 'AL450344.3_tpm_unstranded', 'RGS5-AS1_tpm_unstranded', 'IQCA1-AS1_tpm_unstranded', 'AL121999.1_tpm_unstranded', 'AL592463.1_tpm_unstranded', 'AL050403.1_tpm_unstranded', 'LINC01166_tpm_unstranded', 'DLGAP4-AS1_tpm_unstranded', 'AL157823.2_tpm_unstranded', 'RERE-AS1_tpm_unstranded', 'PLCE1-AS2_tpm_unstranded', 'LINC01400_tpm_unstranded', 'AC083864.2_tpm_unstranded', 'LINC00342_tpm_unstranded', 'AL157786.1_tpm_unstranded', 'AL359094.2_tpm_unstranded', 'AL157400.2_tpm_unstranded', 'AL589765.2_tpm_unstranded', 'AL158829.1_tpm_unstranded', 'HCG25_tpm_unstranded', 'LINC02543_tpm_unstranded', 'AC002480.2_tpm_unstranded', 'LINC00374_tpm_unstranded', 'SNHG15_tpm_unstranded', 'AL356475.1_tpm_unstranded', 'LINC01737_tpm_unstranded', 'AP001062.2_tpm_unstranded', 'AL591719.2_tpm_unstranded', 'CYP1B1-AS1_tpm_unstranded', 'LINC00327_tpm_unstranded', 'AL161909.2_tpm_unstranded', 'AL355537.1_tpm_unstranded', 'AL139081.1_tpm_unstranded', 'LINC01219_tpm_unstranded', 'GACAT1_tpm_unstranded', 'AL445183.1_tpm_unstranded', 'RGS5_tpm_unstranded', 'VPS13A-AS1_tpm_unstranded', 'TBC1D26-AS1_tpm_unstranded', 'AC018742.1_tpm_unstranded', 'MIR3936HG_tpm_unstranded', 'LINC01725_tpm_unstranded', 'NALCN-AS1_tpm_unstranded', 'SNHG7_tpm_unstranded', 'AL121832.1_tpm_unstranded', 'AL669841.1_tpm_unstranded', 'AC244453.2_tpm_unstranded', 'AC243772.2_tpm_unstranded', 'CASK-AS1_tpm_unstranded', 'PTPRN2-AS1_tpm_unstranded', 'AL049820.1_tpm_unstranded', 'LINC01677_tpm_unstranded', 'LINC01722_tpm_unstranded', 'AL513304.1_tpm_unstranded', 'LINC00884_tpm_unstranded', 'AC016700.1_tpm_unstranded', 'TTLL7-IT1_tpm_unstranded', 'AL136307.1_tpm_unstranded', 'PTCHD1-AS_tpm_unstranded', 'AL391422.2_tpm_unstranded', 'AL663074.1_tpm_unstranded', 'ZFY-AS1_tpm_unstranded', 'GRM3-AS1_tpm_unstranded', 'LINC01271_tpm_unstranded', 'AL355994.3_tpm_unstranded', 'LINC01755_tpm_unstranded', 'AL353764.1_tpm_unstranded', 'AC073094.1_tpm_unstranded', 'BX322234.2_tpm_unstranded', 'LNCARSR_tpm_unstranded', 'LINC00892_tpm_unstranded', 'AC099541.1_tpm_unstranded', 'CCDC144NL-AS1_tpm_unstranded', 'AC095030.1_tpm_unstranded', 'HOXB-AS3_tpm_unstranded', 'AL133329.1_tpm_unstranded', 'GLCCI1-DT_tpm_unstranded', 'AC093797.1_tpm_unstranded', 'LINC00702_tpm_unstranded', 'LINC01007_tpm_unstranded', 'LINC00456_tpm_unstranded', 'LINC01794_tpm_unstranded', 'AL023584.1_tpm_unstranded', 'DIRC3-AS1_tpm_unstranded', 'AL512656.1_tpm_unstranded', 'AL589987.2_tpm_unstranded', 'UBE2E2-AS1_tpm_unstranded', 'LINC01762_tpm_unstranded', 'AC008105.1_tpm_unstranded', 'AL161457.2_tpm_unstranded', 'Z82249.1_tpm_unstranded', 'AL138889.1_tpm_unstranded', 'AC093157.1_tpm_unstranded', 'AC006372.2_tpm_unstranded', 'AC005324.1_tpm_unstranded', 'LINC02634_tpm_unstranded', 'DHCR24-DT_tpm_unstranded', 'LINC00642_tpm_unstranded', 'KCNJ6-AS1_tpm_unstranded', 'AC002511.2_tpm_unstranded', 'LINC01687_tpm_unstranded', 'AC008080.3_tpm_unstranded', 'LINC00167_tpm_unstranded', 'AC133785.1_tpm_unstranded', 'AL513523.3_tpm_unstranded', 'AC016876.1_tpm_unstranded', 'AC079807.1_tpm_unstranded', 'AL592464.2_tpm_unstranded', 'LINC02573_tpm_unstranded', 'LINC00472_tpm_unstranded', 'AL512604.2_tpm_unstranded', 'PHC2-AS1_tpm_unstranded', 'AC233728.1_tpm_unstranded', 'AC007743.1_tpm_unstranded', 'AL355870.1_tpm_unstranded', 'AL390786.1_tpm_unstranded', 'AL356134.1_tpm_unstranded', 'AL590440.1_tpm_unstranded', 'LINC01728_tpm_unstranded', 'AC092447.5_tpm_unstranded', 'AL157944.1_tpm_unstranded', 'AL133343.2_tpm_unstranded', 'TMEM18-DT_tpm_unstranded', 'XXYLT1-AS1_tpm_unstranded', 'LINC01346_tpm_unstranded', 'OSTN-AS1_tpm_unstranded', 'DSCR10_tpm_unstranded', 'LINC02669_tpm_unstranded', 'AL078581.2_tpm_unstranded', 'AL122008.3_tpm_unstranded', 'FAM53B-AS1_tpm_unstranded', 'AC245056.1_tpm_unstranded', 'TLR8-AS1_tpm_unstranded', 'AC018878.1_tpm_unstranded', 'AL139120.1_tpm_unstranded', 'AL139393.2_tpm_unstranded', 'LINC00333_tpm_unstranded', 'AL356124.2_tpm_unstranded', 'LINC00028_tpm_unstranded', 'CHRM3-AS2_tpm_unstranded', 'AL035401.1_tpm_unstranded', 'AC114485.1_tpm_unstranded', 'PDXP-DT_tpm_unstranded', 'AC006019.2_tpm_unstranded', 'AL121956.1_tpm_unstranded', 'AL133480.1_tpm_unstranded', 'AL137076.1_tpm_unstranded', 'AL117382.2_tpm_unstranded', 'AL139002.1_tpm_unstranded', 'CNIH3-AS2_tpm_unstranded', 'IATPR_tpm_unstranded', 'UICLM_tpm_unstranded', 'AP000688.2_tpm_unstranded', 'LINC00841_tpm_unstranded', 'LINC01719_tpm_unstranded', 'AC008063.1_tpm_unstranded', 'LINC01648_tpm_unstranded', 'AC121342.1_tpm_unstranded', 'LINC01046_tpm_unstranded', 'AL592182.1_tpm_unstranded', 'AP000534.1_tpm_unstranded', 'FANK1-AS1_tpm_unstranded', 'LINC01222_tpm_unstranded', 'AL359962.1_tpm_unstranded', 'AL133419.1_tpm_unstranded', 'AC004946.1_tpm_unstranded', 'AC002069.2_tpm_unstranded', 'LINC01783_tpm_unstranded', 'AC005482.1_tpm_unstranded', 'BX664718.1_tpm_unstranded', 'AL009181.1_tpm_unstranded', 'HOTAIRM1_tpm_unstranded', 'LINC02596_tpm_unstranded', 'AL513128.1_tpm_unstranded', 'STXBP5-AS1_tpm_unstranded', 'LINC01077_tpm_unstranded', 'AL445524.1_tpm_unstranded', 'NANOGP11_tpm_unstranded', 'AL360175.1_tpm_unstranded', 'AL390866.1_tpm_unstranded', 'AL031280.1_tpm_unstranded', 'AC017074.2_tpm_unstranded', 'LINC01683_tpm_unstranded', 'AC093579.1_tpm_unstranded', 'FHAD1-AS1_tpm_unstranded', 'AL133325.2_tpm_unstranded', 'SYNJ2-IT1_tpm_unstranded', 'AC104794.2_tpm_unstranded', 'AL021395.1_tpm_unstranded', 'ZNF197-AS1_tpm_unstranded', 'LINC01518_tpm_unstranded', 'AL445644.1_tpm_unstranded', 'AC005162.1_tpm_unstranded', 'AL590490.1_tpm_unstranded', 'LINC01638_tpm_unstranded', 'FAM224A_tpm_unstranded', 'ZNF529-AS1_tpm_unstranded', 'LINC00430_tpm_unstranded', 'HCG21_tpm_unstranded', 'LINC00460_tpm_unstranded', 'AL035604.1_tpm_unstranded', 'AC003035.2_tpm_unstranded', 'AP000943.1_tpm_unstranded', 'AC017104.2_tpm_unstranded', 'AC011294.1_tpm_unstranded', 'DNM3-IT1_tpm_unstranded', 'AL391845.2_tpm_unstranded', 'AL158212.2_tpm_unstranded', 'AC108462.1_tpm_unstranded', 'B4GALT1-AS1_tpm_unstranded', 'LINC00513_tpm_unstranded', 'AL161630.1_tpm_unstranded', 'LINC00690_tpm_unstranded', 'AL592043.1_tpm_unstranded', 'AL020994.3_tpm_unstranded', 'AL022332.1_tpm_unstranded', 'AC069155.1_tpm_unstranded', 'LINC01884_tpm_unstranded', 'AL138789.1_tpm_unstranded', 'LINC02640_tpm_unstranded', 'LINC02609_tpm_unstranded', 'ERI3-IT1_tpm_unstranded', 'LINC01851_tpm_unstranded', 'LINC01392_tpm_unstranded', 'LINC00462_tpm_unstranded', 'AC019068.1_tpm_unstranded', 'DCUN1D2-AS_tpm_unstranded', 'AL359636.1_tpm_unstranded', 'USH2A-AS2_tpm_unstranded', 'LINC01137_tpm_unstranded', 'AL035045.1_tpm_unstranded', 'C4A-AS1_tpm_unstranded', 'AC093326.1_tpm_unstranded', 'AC015923.1_tpm_unstranded', 'PANTR1_tpm_unstranded', 'GPR158-AS1_tpm_unstranded', 'LINC02625_tpm_unstranded', 'ARHGEF7-IT1_tpm_unstranded', 'AL358876.2_tpm_unstranded', 'AL590399.5_tpm_unstranded', 'AC108047.1_tpm_unstranded', 'AL445430.1_tpm_unstranded', 'SPIN4-AS1_tpm_unstranded', 'AC060234.2_tpm_unstranded', 'RNASEH2B-AS1_tpm_unstranded', 'AL356417.2_tpm_unstranded', 'LINC01865_tpm_unstranded', 'AC104688.1_tpm_unstranded', 'PBX1-AS1_tpm_unstranded', 'LINC02579_tpm_unstranded', 'GAS6-AS1_tpm_unstranded', 'TTTY18_tpm_unstranded', 'SLC26A4-AS1_tpm_unstranded', 'AL353689.2_tpm_unstranded', 'AC012506.3_tpm_unstranded', 'MYCNOS_tpm_unstranded', 'AL356309.2_tpm_unstranded', 'LINC01122_tpm_unstranded', 'NRAD1_tpm_unstranded', 'AL929472.3_tpm_unstranded', 'NCKAP5-AS1_tpm_unstranded', 'LINC01765_tpm_unstranded', 'AL359918.2_tpm_unstranded', 'AL031587.2_tpm_unstranded', 'LINC00656_tpm_unstranded', 'AP001628.2_tpm_unstranded', 'AL050344.1_tpm_unstranded', 'DSCAM-IT1_tpm_unstranded', 'AC004947.1_tpm_unstranded', 'CAVIN2-AS1_tpm_unstranded', 'AL109945.1_tpm_unstranded', 'LINC01251_tpm_unstranded', 'AP001442.1_tpm_unstranded', 'AC131011.1_tpm_unstranded', 'LINC01136_tpm_unstranded', 'UFL1-AS1_tpm_unstranded', 'AC139887.1_tpm_unstranded', 'LINC01237_tpm_unstranded', 'AL162727.1_tpm_unstranded', 'AP000695.2_tpm_unstranded', 'ENOX1-AS1_tpm_unstranded', 'AL356311.1_tpm_unstranded', 'AC003985.1_tpm_unstranded', 'AL391839.2_tpm_unstranded', 'MIR4280HG_tpm_unstranded', 'AC005083.1_tpm_unstranded', 'AL132875.2_tpm_unstranded', 'PCDH9-AS4_tpm_unstranded', 'AC079248.1_tpm_unstranded', 'AC093732.1_tpm_unstranded', 'ERCC8-AS1_tpm_unstranded', 'AL513188.1_tpm_unstranded', 'AC022201.2_tpm_unstranded', 'AC103563.7_tpm_unstranded', 'LATS2-AS1_tpm_unstranded', 'AC005304.1_tpm_unstranded', 'POU6F2-AS2_tpm_unstranded', 'LINC02599_tpm_unstranded', 'SHROOM3-AS1_tpm_unstranded', 'AC016907.2_tpm_unstranded', 'AC145543.1_tpm_unstranded', 'DLG5-AS1_tpm_unstranded', 'AL592078.1_tpm_unstranded', 'LINC01680_tpm_unstranded', 'AL772337.2_tpm_unstranded', 'YEATS2-AS1_tpm_unstranded', 'AC007179.2_tpm_unstranded', 'EZR-AS1_tpm_unstranded', 'AC105271.1_tpm_unstranded', 'PDYN-AS1_tpm_unstranded', 'LINC01503_tpm_unstranded', 'AL445623.1_tpm_unstranded', 'LINC01761_tpm_unstranded', 'AC026202.2_tpm_unstranded', 'AC009743.1_tpm_unstranded', 'AL162595.2_tpm_unstranded', 'LINC01694_tpm_unstranded', 'AL591368.1_tpm_unstranded', 'AL591501.1_tpm_unstranded', 'KRTAP5-AS1_tpm_unstranded', 'AL390778.2_tpm_unstranded', 'CTC-338M12.4_tpm_unstranded', 'AL356859.1_tpm_unstranded', 'AC004012.1_tpm_unstranded', 'LINC02650_tpm_unstranded', 'AC009970.1_tpm_unstranded', 'AC079763.1_tpm_unstranded', 'AL359715.1_tpm_unstranded', 'AL157895.1_tpm_unstranded', 'AC004946.2_tpm_unstranded', 'AC092159.2_tpm_unstranded', 'LINC01360_tpm_unstranded', 'LINC02574_tpm_unstranded', 'AC099681.3_tpm_unstranded', 'LINC02590_tpm_unstranded', 'AL022396.1_tpm_unstranded', 'LINC01681_tpm_unstranded', 'AC106706.1_tpm_unstranded', 'DTD1-AS1_tpm_unstranded', 'LINC01425_tpm_unstranded', 'DDX39B-AS1_tpm_unstranded', 'LINC02530_tpm_unstranded', 'AL591212.1_tpm_unstranded', 'AL596451.1_tpm_unstranded', 'AC008278.2_tpm_unstranded', 'AL157834.2_tpm_unstranded', 'EIF2AK3-DT_tpm_unstranded', 'AP000959.1_tpm_unstranded', 'Z95624.1_tpm_unstranded', 'LINC01673_tpm_unstranded', 'AL158151.2_tpm_unstranded', 'LINC00463_tpm_unstranded', 'SPATA17-AS1_tpm_unstranded', 'AC074117.1_tpm_unstranded', 'TPRG1-AS1_tpm_unstranded', 'AJ006995.1_tpm_unstranded', 'AL049552.1_tpm_unstranded', 'AC099654.1_tpm_unstranded', 'AL157392.2_tpm_unstranded', 'AL133465.1_tpm_unstranded', 'AC009468.2_tpm_unstranded', 'LINC02433_tpm_unstranded', 'AL606534.3_tpm_unstranded', 'AL445224.1_tpm_unstranded', 'AC073529.1_tpm_unstranded', 'AL358473.2_tpm_unstranded', 'AL158835.2_tpm_unstranded', 'AC055764.1_tpm_unstranded', 'AL035420.1_tpm_unstranded', 'AC006042.3_tpm_unstranded', 'LINC01675_tpm_unstranded', 'AL035446.1_tpm_unstranded', 'LINC01961_tpm_unstranded', 'AC018511.2_tpm_unstranded', 'LINC02535_tpm_unstranded', 'AL359636.2_tpm_unstranded', 'AL513165.1_tpm_unstranded', 'PABPC5-AS1_tpm_unstranded', 'AC009505.1_tpm_unstranded', 'ARHGEF19-AS1_tpm_unstranded', 'LINC01039_tpm_unstranded', 'LINC01868_tpm_unstranded', 'LINC02645_tpm_unstranded', 'RNASEH1-AS1_tpm_unstranded', 'AC093639.1_tpm_unstranded', 'AL353784.1_tpm_unstranded', 'AC016683.1_tpm_unstranded', 'LINC01114_tpm_unstranded', 'AL353795.2_tpm_unstranded', 'AL731533.1_tpm_unstranded', 'LINC01952_tpm_unstranded', 'LINC01781_tpm_unstranded', 'AC068533.3_tpm_unstranded', 'AC241644.2_tpm_unstranded', 'LINC01283_tpm_unstranded', 'ACSL3-AS1_tpm_unstranded', 'ETV5-AS1_tpm_unstranded', 'LINC01191_tpm_unstranded', 'AC004771.1_tpm_unstranded', 'AL121957.1_tpm_unstranded', 'LINC01830_tpm_unstranded', 'AC005529.1_tpm_unstranded', 'AC006372.3_tpm_unstranded', 'AL451067.1_tpm_unstranded', 'CT66_tpm_unstranded', 'LIX1L-AS1_tpm_unstranded', 'AC003988.1_tpm_unstranded', 'AC244394.3_tpm_unstranded', 'ZFX-AS1_tpm_unstranded', 'KCNH1-IT1_tpm_unstranded', 'BOK-AS1_tpm_unstranded', 'AC022498.1_tpm_unstranded', 'AL512641.1_tpm_unstranded', 'AC012370.2_tpm_unstranded', 'AL138720.1_tpm_unstranded', 'MAP3K5-AS1_tpm_unstranded', 'DEPDC1-AS1_tpm_unstranded', 'LINC01723_tpm_unstranded', 'AC073071.1_tpm_unstranded', 'AC017053.1_tpm_unstranded', 'LINC01641_tpm_unstranded', 'LINC01937_tpm_unstranded', 'LANCL1-AS1_tpm_unstranded', 'LINC01731_tpm_unstranded', 'AC006026.3_tpm_unstranded', 'AC116366.1_tpm_unstranded', 'AC123595.1_tpm_unstranded', 'BACH1-IT3_tpm_unstranded', 'AL390961.1_tpm_unstranded', 'LINC00229_tpm_unstranded', 'CLYBL-AS1_tpm_unstranded', 'AL583859.1_tpm_unstranded', 'LINC01878_tpm_unstranded', 'AL451069.3_tpm_unstranded', 'AC099794.1_tpm_unstranded', 'LINC01505_tpm_unstranded', 'ZNF232-AS1_tpm_unstranded', 'JAZF1-AS1_tpm_unstranded', 'AC007405.1_tpm_unstranded', 'AC009264.1_tpm_unstranded', 'AL391863.2_tpm_unstranded', 'LINC01914_tpm_unstranded', 'OBI1-AS1_tpm_unstranded', 'AC098828.1_tpm_unstranded', 'LINC01426_tpm_unstranded', 'LINC01049_tpm_unstranded', 'AC073188.5_tpm_unstranded', 'AC007278.1_tpm_unstranded', 'USP27X-AS1_tpm_unstranded', 'AL592546.2_tpm_unstranded', 'AL353608.3_tpm_unstranded', 'AL590822.1_tpm_unstranded', 'Z69733.1_tpm_unstranded', 'AC015983.2_tpm_unstranded', 'LINC01250_tpm_unstranded', 'AL138930.1_tpm_unstranded', 'AL139042.1_tpm_unstranded', 'AL022724.2_tpm_unstranded', 'AC023051.1_tpm_unstranded', 'AC007283.1_tpm_unstranded', 'AC092171.3_tpm_unstranded', 'LINC01432_tpm_unstranded', 'FGF14-AS1_tpm_unstranded', 'AC068489.1_tpm_unstranded', 'SLC16A12-AS1_tpm_unstranded', 'AC067960.1_tpm_unstranded', 'MAGI2-AS3_tpm_unstranded', 'AC002064.2_tpm_unstranded', 'AL356010.2_tpm_unstranded', 'AC147651.1_tpm_unstranded', 'MIR3663HG_tpm_unstranded', 'LINC02765_tpm_unstranded', 'AC004231.1_tpm_unstranded', 'ACBD3-AS1_tpm_unstranded', 'AC117945.1_tpm_unstranded', 'AL032821.1_tpm_unstranded', 'RPL34-DT_tpm_unstranded', 'SP2-AS1_tpm_unstranded', 'ERICH3-AS1_tpm_unstranded', 'AP000550.2_tpm_unstranded', 'AL353801.2_tpm_unstranded', 'LINC01506_tpm_unstranded', 'AP000253.1_tpm_unstranded', 'AL109924.2_tpm_unstranded', 'HRAT17_tpm_unstranded', 'PCDH9-AS1_tpm_unstranded', 'AL161719.1_tpm_unstranded', 'AL080313.1_tpm_unstranded', 'AL357127.1_tpm_unstranded', 'LNCTAM34A_tpm_unstranded', 'LINC02020_tpm_unstranded', 'LINC01309_tpm_unstranded', 'AC022431.1_tpm_unstranded', 'LINC00701_tpm_unstranded', 'AL024497.2_tpm_unstranded', 'LINC01800_tpm_unstranded', 'SYNE1-AS1_tpm_unstranded', 'AL355483.3_tpm_unstranded', 'AC009305.1_tpm_unstranded', 'AL356157.1_tpm_unstranded', 'AC019186.1_tpm_unstranded', 'KAZN-AS1_tpm_unstranded', 'AC013733.2_tpm_unstranded', 'AC010096.1_tpm_unstranded', 'CHRM3-AS1_tpm_unstranded', 'MAPKAPK5-AS1_tpm_unstranded', 'AL031584.2_tpm_unstranded', 'C2CD4D-AS1_tpm_unstranded', 'SNRK-AS1_tpm_unstranded', 'AL683807.2_tpm_unstranded', 'LINC00380_tpm_unstranded', 'AL021937.3_tpm_unstranded', 'AC245060.2_tpm_unstranded', 'LINC02093_tpm_unstranded', 'MED14OS_tpm_unstranded', 'AC053503.3_tpm_unstranded', 'AL390763.1_tpm_unstranded', 'AL049651.2_tpm_unstranded', 'AL606970.3_tpm_unstranded', 'PCCA-AS1_tpm_unstranded', 'LRRTM4-AS1_tpm_unstranded', 'LINC00440_tpm_unstranded', 'CHL1-AS1_tpm_unstranded', 'LINC01934_tpm_unstranded', 'LERFS_tpm_unstranded', 'AL445123.1_tpm_unstranded', 'IFT74-AS1_tpm_unstranded', 'AC068058.1_tpm_unstranded', 'ELF3-AS1_tpm_unstranded', 'SDCBP2-AS1_tpm_unstranded', 'AC091730.1_tpm_unstranded', 'AL049749.1_tpm_unstranded', 'EPCAM-DT_tpm_unstranded', 'AL355601.1_tpm_unstranded', 'RIPOR3-AS1_tpm_unstranded', 'AL139289.1_tpm_unstranded', 'TFPI2-DT_tpm_unstranded', 'GPR50-AS1_tpm_unstranded', 'AL161937.1_tpm_unstranded', 'AL139339.1_tpm_unstranded', 'AF015262.1_tpm_unstranded', 'HMGA1P4_tpm_unstranded', 'SEC61G-DT_tpm_unstranded', 'AC060834.2_tpm_unstranded', 'AL713923.1_tpm_unstranded', 'AC009965.1_tpm_unstranded', 'AC005064.1_tpm_unstranded', 'TMEM212-AS1_tpm_unstranded', 'LINC02092_tpm_unstranded', 'LINC01287_tpm_unstranded', 'AP001117.1_tpm_unstranded', 'FAM170B-AS1_tpm_unstranded', 'AL162386.2_tpm_unstranded', 'GAS5_tpm_unstranded', 'LINC02676_tpm_unstranded', 'FOXP4-AS1_tpm_unstranded', 'LINC02817_tpm_unstranded', 'LINC02621_tpm_unstranded', 'AC034228.2_tpm_unstranded', 'AL359378.1_tpm_unstranded', 'LINC01496_tpm_unstranded', 'LINC01052_tpm_unstranded', 'AL611929.1_tpm_unstranded', 'SLC25A25-AS1_tpm_unstranded', 'LINC00412_tpm_unstranded', 'AC105940.2_tpm_unstranded', 'LINC02529_tpm_unstranded', 'BNC2-AS1_tpm_unstranded', 'LINC01103_tpm_unstranded', 'LINC00458_tpm_unstranded', 'AL590369.1_tpm_unstranded', 'AC108448.1_tpm_unstranded', 'AC114730.2_tpm_unstranded', 'AC113607.1_tpm_unstranded', 'LINC01135_tpm_unstranded', 'AL603840.1_tpm_unstranded', 'ECI2-DT_tpm_unstranded', 'AC007314.1_tpm_unstranded', 'AC003084.1_tpm_unstranded', 'NXT1-AS1_tpm_unstranded', 'LINC01239_tpm_unstranded', 'AC008758.2_tpm_unstranded', 'LINC00676_tpm_unstranded', 'SLIT1-AS1_tpm_unstranded', 'AC003958.2_tpm_unstranded', 'AL162394.1_tpm_unstranded', 'AL035258.1_tpm_unstranded', 'LINC02632_tpm_unstranded', 'AL021392.1_tpm_unstranded', 'AC092660.1_tpm_unstranded', 'LINC00163_tpm_unstranded', 'MIR155HG_tpm_unstranded', 'AL022329.1_tpm_unstranded', 'Z82196.1_tpm_unstranded', 'Z82214.1_tpm_unstranded', 'SOX9-AS1_tpm_unstranded', 'AL135937.1_tpm_unstranded', 'AC007879.3_tpm_unstranded', 'SNHG20_tpm_unstranded', 'AC016027.2_tpm_unstranded', 'AL360091.3_tpm_unstranded', 'AC098484.2_tpm_unstranded', 'AL157387.1_tpm_unstranded', 'LINC01827_tpm_unstranded', 'AC006450.2_tpm_unstranded', 'LINC01659_tpm_unstranded', 'AC018685.2_tpm_unstranded', 'AC010883.1_tpm_unstranded', 'AC012668.2_tpm_unstranded', 'AC023128.1_tpm_unstranded', 'GRID1-AS1_tpm_unstranded', 'AC092839.1_tpm_unstranded', 'LINC02623_tpm_unstranded', 'GTF3C2-AS1_tpm_unstranded', 'LINC01524_tpm_unstranded', 'AC104667.2_tpm_unstranded', 'LINC02674_tpm_unstranded', 'AL138799.3_tpm_unstranded', 'LINC02539_tpm_unstranded', 'AL133415.1_tpm_unstranded', 'LINC00700_tpm_unstranded', 'AL357558.2_tpm_unstranded', 'LINC02658_tpm_unstranded', 'AC074389.3_tpm_unstranded', 'Z82185.1_tpm_unstranded', 'AL731661.1_tpm_unstranded', 'LINC01849_tpm_unstranded', 'AC016745.1_tpm_unstranded', 'AC244453.3_tpm_unstranded', 'AL450468.1_tpm_unstranded', 'LINC01883_tpm_unstranded', 'AL512622.1_tpm_unstranded', 'AL353651.1_tpm_unstranded', 'SEMA3F-AS1_tpm_unstranded', 'AL390783.1_tpm_unstranded', 'AL591848.1_tpm_unstranded', 'AP001626.1_tpm_unstranded', 'AC097468.2_tpm_unstranded', 'DPP10-AS1_tpm_unstranded', 'AC068580.3_tpm_unstranded', 'MNX1-AS2_tpm_unstranded', 'BMP7-AS1_tpm_unstranded', 'DAAM2-AS1_tpm_unstranded', 'AC005234.1_tpm_unstranded', 'AL445193.2_tpm_unstranded', 'SMARCAL1-AS1_tpm_unstranded', 'AC016751.2_tpm_unstranded', 'LINC00940_tpm_unstranded', 'MLIP-AS1_tpm_unstranded', 'AL357497.1_tpm_unstranded', 'AL021154.1_tpm_unstranded', 'LINC01777_tpm_unstranded', 'AC010983.1_tpm_unstranded', 'ZMYND10-AS1_tpm_unstranded', 'AC008175.1_tpm_unstranded', 'AC009303.2_tpm_unstranded', 'AC062015.1_tpm_unstranded', 'ARNILA_tpm_unstranded', 'AC073842.1_tpm_unstranded', 'AC231981.1_tpm_unstranded', 'ZRANB2-AS1_tpm_unstranded', 'AC091153.2_tpm_unstranded', 'FNDC1-IT1_tpm_unstranded', 'BX324167.1_tpm_unstranded', 'ID2-AS1_tpm_unstranded', 'AC118555.1_tpm_unstranded', 'LINC00330_tpm_unstranded', 'AL138731.1_tpm_unstranded', 'AL157400.3_tpm_unstranded', 'Z97192.3_tpm_unstranded', 'AL138895.1_tpm_unstranded', 'BSN-AS1_tpm_unstranded', 'AL645504.1_tpm_unstranded', 'AL121974.1_tpm_unstranded', 'DSCAM-AS1_tpm_unstranded', 'AC128709.2_tpm_unstranded', 'AC068286.1_tpm_unstranded', 'TP73-AS2_tpm_unstranded', 'AL445931.1_tpm_unstranded', 'AC003984.1_tpm_unstranded', 'AC026391.1_tpm_unstranded', 'LINC02532_tpm_unstranded', 'AL445235.1_tpm_unstranded', 'AC114498.1_tpm_unstranded', 'AC096659.1_tpm_unstranded', 'AC131097.3_tpm_unstranded', 'AL353052.1_tpm_unstranded', 'FP325330.1_tpm_unstranded', 'AC087430.1_tpm_unstranded', 'AL121672.2_tpm_unstranded', 'LINC02248_tpm_unstranded', 'LINC01440_tpm_unstranded', 'AL078581.3_tpm_unstranded', 'LINC01366_tpm_unstranded', 'LINC00601_tpm_unstranded', 'AL031727.2_tpm_unstranded', 'AL034405.1_tpm_unstranded', 'NUCB1-AS1_tpm_unstranded', 'AC009495.3_tpm_unstranded', 'AC005871.1_tpm_unstranded', 'LINC01702_tpm_unstranded', 'LINC02578_tpm_unstranded', 'LINC01525_tpm_unstranded', 'AL162724.2_tpm_unstranded', 'AL022318.1_tpm_unstranded', 'FAM83C-AS1_tpm_unstranded', 'AL592431.1_tpm_unstranded', 'LINC00383_tpm_unstranded', 'AC137630.2_tpm_unstranded', 'Z82188.2_tpm_unstranded', 'AC010982.1_tpm_unstranded', 'DANT2_tpm_unstranded', 'AL360181.2_tpm_unstranded', 'AL020993.1_tpm_unstranded', 'ITGA9-AS1_tpm_unstranded', 'KDM5C-IT1_tpm_unstranded', 'AL928921.1_tpm_unstranded', 'LINC02331_tpm_unstranded', 'Z97353.2_tpm_unstranded', 'AF127577.3_tpm_unstranded', 'AC069079.1_tpm_unstranded', 'MCF2L-AS1_tpm_unstranded', 'AL713851.1_tpm_unstranded', 'SMIM2-IT1_tpm_unstranded', 'AC099329.1_tpm_unstranded', 'AL109838.1_tpm_unstranded', 'AC114814.2_tpm_unstranded', 'LINC01634_tpm_unstranded', 'AC145207.1_tpm_unstranded', 'AL354733.3_tpm_unstranded', 'THRA1/BTR_tpm_unstranded', 'AL023495.1_tpm_unstranded', 'LINC01281_tpm_unstranded', 'HM13-IT1_tpm_unstranded', 'LINC00957_tpm_unstranded', 'AC012360.1_tpm_unstranded', 'AC007556.1_tpm_unstranded', 'B3GALT1-AS1_tpm_unstranded', 'AC093083.1_tpm_unstranded', 'LINC01665_tpm_unstranded', 'AC114730.3_tpm_unstranded', 'AL592466.1_tpm_unstranded', 'LINC01621_tpm_unstranded', 'AC093151.2_tpm_unstranded', 'AC016292.1_tpm_unstranded', 'LINC01055_tpm_unstranded', 'AL596202.1_tpm_unstranded', 'LINC02154_tpm_unstranded', 'AL583805.2_tpm_unstranded', 'EPN2-AS1_tpm_unstranded', 'AL135902.1_tpm_unstranded', 'AC114808.1_tpm_unstranded', 'CYMP-AS1_tpm_unstranded', 'AL157896.1_tpm_unstranded', 'TTTY4B_tpm_unstranded', 'AC005808.1_tpm_unstranded', 'AC010149.1_tpm_unstranded', 'AL133481.1_tpm_unstranded', 'AC006159.1_tpm_unstranded', 'AC010991.1_tpm_unstranded', 'AL391883.1_tpm_unstranded', 'AC096666.1_tpm_unstranded', 'LINC01278_tpm_unstranded', 'AC016027.3_tpm_unstranded', 'LINC02791_tpm_unstranded', 'LURAP1L-AS1_tpm_unstranded', 'AC079760.1_tpm_unstranded', 'IQCF5-AS1_tpm_unstranded', 'AC003001.1_tpm_unstranded', 'AC007652.1_tpm_unstranded', 'NEURL1-AS1_tpm_unstranded', 'LINC01664_tpm_unstranded', 'AC013270.1_tpm_unstranded', 'UBE2R2-AS1_tpm_unstranded', 'GYG2-AS1_tpm_unstranded', 'JARID2-AS1_tpm_unstranded', 'LINC01889_tpm_unstranded', 'LINC01221_tpm_unstranded', 'LINC01967_tpm_unstranded', 'AL590705.2_tpm_unstranded', 'AC007422.1_tpm_unstranded', 'AC012506.4_tpm_unstranded', 'AC073046.1_tpm_unstranded', 'AC105942.1_tpm_unstranded', 'AC079799.1_tpm_unstranded', 'TAB3-AS2_tpm_unstranded', 'L3MBTL2-AS1_tpm_unstranded', 'AC011196.1_tpm_unstranded', 'LINC01815_tpm_unstranded', 'AC010978.1_tpm_unstranded', 'AL135924.2_tpm_unstranded', 'AL355990.1_tpm_unstranded', 'HIPK1-AS1_tpm_unstranded', 'AGAP1-IT1_tpm_unstranded', 'AC087294.1_tpm_unstranded', 'MSC-AS1_tpm_unstranded', 'LINC00402_tpm_unstranded', 'AL360089.1_tpm_unstranded', 'TRDN-AS1_tpm_unstranded', 'AC009411.2_tpm_unstranded', 'AL078602.1_tpm_unstranded', 'AC103923.1_tpm_unstranded', 'AC002310.1_tpm_unstranded', 'AL445183.2_tpm_unstranded', 'AP000477.2_tpm_unstranded', 'LINC00533_tpm_unstranded', 'AL353615.1_tpm_unstranded', 'Z99758.1_tpm_unstranded', 'LINC01871_tpm_unstranded', 'AC007731.2_tpm_unstranded', 'AC008268.1_tpm_unstranded', 'AC011247.1_tpm_unstranded', 'GNAS-AS1_tpm_unstranded', 'RBMS3-AS1_tpm_unstranded', 'LINC01102_tpm_unstranded', 'BARX1-DT_tpm_unstranded', 'AF127577.4_tpm_unstranded', 'AC013448.2_tpm_unstranded', 'AL353681.1_tpm_unstranded', 'AJ239322.1_tpm_unstranded', 'AC020743.3_tpm_unstranded', 'LINC00494_tpm_unstranded', 'AL138957.1_tpm_unstranded', 'TNR-IT1_tpm_unstranded', 'AC090952.1_tpm_unstranded', 'AC016644.1_tpm_unstranded', 'AC069023.1_tpm_unstranded', 'LINC01647_tpm_unstranded', 'LINC02651_tpm_unstranded', 'FBXO30-DT_tpm_unstranded', 'AL391987.4_tpm_unstranded', 'LINC00345_tpm_unstranded', 'MIR670HG_tpm_unstranded', 'SAPCD1-AS1_tpm_unstranded', 'LINC00298_tpm_unstranded', 'CHN2-AS1_tpm_unstranded', 'SNTG2-AS1_tpm_unstranded', 'LINC00894_tpm_unstranded', 'DICER1-AS1_tpm_unstranded', 'TRIM67-AS1_tpm_unstranded', 'DPP10-AS2_tpm_unstranded', 'AC009299.2_tpm_unstranded', 'AC007389.2_tpm_unstranded', 'AC010148.1_tpm_unstranded', 'AC007349.3_tpm_unstranded', 'LINC02250_tpm_unstranded', 'AL031275.1_tpm_unstranded', 'PHACTR2-AS1_tpm_unstranded', 'LINC02784_tpm_unstranded', 'AL139231.1_tpm_unstranded', 'AL390860.1_tpm_unstranded', 'MSH2-OT1_tpm_unstranded', 'LINC00607_tpm_unstranded', 'AP001625.2_tpm_unstranded', 'AC023347.1_tpm_unstranded', 'DPYD-AS2_tpm_unstranded', 'AC079779.3_tpm_unstranded', 'LINC02569_tpm_unstranded', 'AL031429.1_tpm_unstranded', 'AL109767.1_tpm_unstranded', 'ZNRF3-IT1_tpm_unstranded', 'PEF1-AS1_tpm_unstranded', 'AC093157.2_tpm_unstranded', 'HCFC1-AS1_tpm_unstranded', 'AF241728.1_tpm_unstranded', 'AL672032.1_tpm_unstranded', 'AL136099.1_tpm_unstranded', 'AL158828.1_tpm_unstranded', 'AL109935.1_tpm_unstranded', 'OLMALINC_tpm_unstranded', 'LINC00837_tpm_unstranded', 'SRGAP3-AS4_tpm_unstranded', 'BHLHE40-AS1_tpm_unstranded', 'Z93022.1_tpm_unstranded', 'AC073333.1_tpm_unstranded', 'AC012363.2_tpm_unstranded', 'AL390961.2_tpm_unstranded', 'AC098649.1_tpm_unstranded', 'RMDN2-AS1_tpm_unstranded', 'HS6ST2-AS1_tpm_unstranded', 'AC005540.1_tpm_unstranded', 'AL359195.1_tpm_unstranded', 'AL590648.2_tpm_unstranded', 'GSN-AS1_tpm_unstranded', 'AC078777.1_tpm_unstranded', 'ARHGEF7-AS2_tpm_unstranded', 'AL158832.1_tpm_unstranded', 'AC114776.1_tpm_unstranded', 'LINC00941_tpm_unstranded', 'LINC01828_tpm_unstranded', 'AC006055.1_tpm_unstranded', 'LINC02799_tpm_unstranded', 'AF064858.1_tpm_unstranded', 'TSPEAR-AS1_tpm_unstranded', 'TM4SF19-AS1_tpm_unstranded', 'LINC01564_tpm_unstranded', 'AC108472.1_tpm_unstranded', 'CPB2-AS1_tpm_unstranded', 'RBMS3-AS3_tpm_unstranded', 'RHOA-IT1_tpm_unstranded', 'APOA1-AS_tpm_unstranded', 'AC019055.1_tpm_unstranded', 'MACROD2-AS1_tpm_unstranded', 'ASH1L-AS1_tpm_unstranded', 'NEXN-AS1_tpm_unstranded', 'LINC01553_tpm_unstranded', 'LINC01779_tpm_unstranded', 'AC007405.2_tpm_unstranded', 'AL138760.1_tpm_unstranded', 'TMEM212-IT1_tpm_unstranded', 'EGOT_tpm_unstranded', 'TTC28-AS1_tpm_unstranded', 'UBOX5-AS1_tpm_unstranded', 'AP000431.2_tpm_unstranded', 'AL355497.2_tpm_unstranded', 'AC018816.1_tpm_unstranded', 'AC004448.2_tpm_unstranded', 'GPC5-AS1_tpm_unstranded', 'MORC2-AS1_tpm_unstranded', 'HGC6.3_tpm_unstranded', 'AL136090.1_tpm_unstranded', 'LINC01936_tpm_unstranded', 'AC007731.3_tpm_unstranded', 'LINC01814_tpm_unstranded', 'AL592309.2_tpm_unstranded', 'AL357146.1_tpm_unstranded', 'ASMTL-AS1_tpm_unstranded', 'AL591043.2_tpm_unstranded', 'AC106017.1_tpm_unstranded', 'PRRX2-AS1_tpm_unstranded', 'AL354766.2_tpm_unstranded', 'AL591721.1_tpm_unstranded', 'LINC00445_tpm_unstranded', 'AC019117.1_tpm_unstranded', 'AL031283.2_tpm_unstranded', 'AC004920.1_tpm_unstranded', 'LINC01920_tpm_unstranded', 'MYCBP2-AS1_tpm_unstranded', 'LINC01643_tpm_unstranded', 'LINC01067_tpm_unstranded', 'SYN3-AS1_tpm_unstranded', 'AL109946.1_tpm_unstranded', 'AL020995.1_tpm_unstranded', 'AL136987.1_tpm_unstranded', 'AL359475.1_tpm_unstranded', 'LINC01072_tpm_unstranded', 'LINC01447_tpm_unstranded', 'ELFN1-AS1_tpm_unstranded', 'COX10-AS1_tpm_unstranded', 'LINC02243_tpm_unstranded', 'LINC00545_tpm_unstranded', 'AL807757.2_tpm_unstranded', 'AC097059.1_tpm_unstranded', 'AC006967.2_tpm_unstranded', 'AC010729.1_tpm_unstranded', 'SCN1A-AS1_tpm_unstranded', 'AC013402.3_tpm_unstranded', 'AL136097.2_tpm_unstranded', 'AC064853.1_tpm_unstranded', 'LINC01639_tpm_unstranded', 'AP000688.3_tpm_unstranded', 'AC110995.1_tpm_unstranded', 'AP002856.3_tpm_unstranded', 'PTCSC2_tpm_unstranded', 'LINC01069_tpm_unstranded', 'AL445231.1_tpm_unstranded', 'AC245014.1_tpm_unstranded', 'AC013727.2_tpm_unstranded', 'TMEM147-AS1_tpm_unstranded', 'AC079988.1_tpm_unstranded', 'AL110503.1_tpm_unstranded', 'AC104076.1_tpm_unstranded', 'AL450311.1_tpm_unstranded', 'AC092687.2_tpm_unstranded', 'AL161618.1_tpm_unstranded', 'AL021408.1_tpm_unstranded', 'MIR7515HG_tpm_unstranded', 'AL049612.1_tpm_unstranded', 'LINC00353_tpm_unstranded', 'PRKX-AS1_tpm_unstranded', 'LINC01953_tpm_unstranded', 'AC099811.1_tpm_unstranded', 'PPP1R9A-AS1_tpm_unstranded', 'AL359076.1_tpm_unstranded', 'KDM4A-AS1_tpm_unstranded', 'GRM7-AS1_tpm_unstranded', 'LINC01376_tpm_unstranded', 'AL356441.1_tpm_unstranded', 'C10orf71-AS1_tpm_unstranded', 'AC104135.1_tpm_unstranded', 'AC009262.1_tpm_unstranded', 'AC006369.1_tpm_unstranded', 'AC073127.1_tpm_unstranded', 'AL356108.1_tpm_unstranded', 'AC017048.2_tpm_unstranded', 'AC091132.2_tpm_unstranded', 'GPC5-IT1_tpm_unstranded', 'MYO16-AS1_tpm_unstranded', 'SLC35F3-AS1_tpm_unstranded', 'AC009404.1_tpm_unstranded', 'DIAPH2-AS1_tpm_unstranded', 'SHANK2-AS2_tpm_unstranded', 'AC234582.1_tpm_unstranded', 'Z98884.1_tpm_unstranded', 'AP006216.2_tpm_unstranded', 'LINC01361_tpm_unstranded', 'SCUBE1-AS2_tpm_unstranded', 'NDP-AS1_tpm_unstranded', 'AC019197.1_tpm_unstranded', 'GACAT3_tpm_unstranded', 'USH2A-AS1_tpm_unstranded', 'AC007557.3_tpm_unstranded', 'AC092634.4_tpm_unstranded', 'MRGPRG-AS1_tpm_unstranded', 'LINC02646_tpm_unstranded', 'AP001189.1_tpm_unstranded', 'SLC12A9-AS1_tpm_unstranded', 'LINC01241_tpm_unstranded', 'AL138921.2_tpm_unstranded', 'TLX1NB_tpm_unstranded', 'AC019117.2_tpm_unstranded', 'SNX9-AS1_tpm_unstranded', 'AL050331.2_tpm_unstranded', 'AP001604.1_tpm_unstranded', 'TRHDE-AS1_tpm_unstranded', 'AL161638.2_tpm_unstranded', 'CDYL-AS1_tpm_unstranded', 'FMR1-IT1_tpm_unstranded', 'GRM8-AS1_tpm_unstranded', 'AL161740.1_tpm_unstranded', 'SCAT8_tpm_unstranded', 'AL513123.1_tpm_unstranded', 'AC005220.1_tpm_unstranded', 'LINC00437_tpm_unstranded', 'AL391415.1_tpm_unstranded', 'AC079584.1_tpm_unstranded', 'AL355472.2_tpm_unstranded', 'AL358115.1_tpm_unstranded', 'AL359313.1_tpm_unstranded', 'AL353052.2_tpm_unstranded', 'LINC02653_tpm_unstranded', 'AL353780.1_tpm_unstranded', 'AC084809.2_tpm_unstranded', 'AL133319.1_tpm_unstranded', 'LINC00479_tpm_unstranded', 'AC026355.3_tpm_unstranded', 'AL139350.1_tpm_unstranded', 'ITCH-AS1_tpm_unstranded', 'AL121970.1_tpm_unstranded', 'AC092800.1_tpm_unstranded', 'AC091806.1_tpm_unstranded', 'AL807752.4_tpm_unstranded', 'AL353611.1_tpm_unstranded', 'VLDLR-AS1_tpm_unstranded', 'AC073336.1_tpm_unstranded', 'AC092941.2_tpm_unstranded', 'AC004415.1_tpm_unstranded', 'LINC01134_tpm_unstranded', 'AL583824.1_tpm_unstranded', 'AL589986.2_tpm_unstranded', 'MFF-DT_tpm_unstranded', 'AL162430.2_tpm_unstranded', 'LINC02850_tpm_unstranded', 'LINC02151_tpm_unstranded', 'LINC00608_tpm_unstranded', 'ATG10-IT1_tpm_unstranded', 'AC010894.2_tpm_unstranded', 'AC067956.1_tpm_unstranded', 'AC123023.1_tpm_unstranded', 'AC003092.1_tpm_unstranded', 'AC090617.1_tpm_unstranded', 'AL162425.1_tpm_unstranded', 'LINC00427_tpm_unstranded', 'LINC02559_tpm_unstranded', 'AL035670.1_tpm_unstranded', 'KCNMA1-AS1_tpm_unstranded', 'AC007881.2_tpm_unstranded', 'AF127577.5_tpm_unstranded', 'AC002401.1_tpm_unstranded', 'LINC02195_tpm_unstranded', 'LINC01945_tpm_unstranded', 'AC008080.4_tpm_unstranded', 'AL158168.1_tpm_unstranded', 'LINC01744_tpm_unstranded', 'AC107081.1_tpm_unstranded', 'LINC00896_tpm_unstranded', 'AC074286.1_tpm_unstranded', 'SIX3-AS1_tpm_unstranded', 'BX470209.2_tpm_unstranded', 'ATP13A5-AS1_tpm_unstranded', 'AC011284.1_tpm_unstranded', 'LINC01231_tpm_unstranded', 'AC074035.1_tpm_unstranded', 'AL135791.1_tpm_unstranded', 'LINC01424_tpm_unstranded', 'GPC6-AS1_tpm_unstranded', 'AC007278.2_tpm_unstranded', 'AL035448.1_tpm_unstranded', 'AL033528.2_tpm_unstranded', 'AC093582.1_tpm_unstranded', 'AC006013.1_tpm_unstranded', 'LINC01695_tpm_unstranded', 'RC3H1-IT1_tpm_unstranded', 'AC003986.3_tpm_unstranded', 'AC006547.1_tpm_unstranded', 'AC008060.3_tpm_unstranded', 'AP001619.2_tpm_unstranded', 'MYCL-AS1_tpm_unstranded', 'RNF217-AS1_tpm_unstranded', 'AC025038.1_tpm_unstranded', 'BCL2L1-AS1_tpm_unstranded', 'AC006369.2_tpm_unstranded', 'STARD13-AS_tpm_unstranded', 'UST-AS2_tpm_unstranded', 'AL732372.1_tpm_unstranded', 'AC023115.1_tpm_unstranded', 'LINC02556_tpm_unstranded', 'AC127070.1_tpm_unstranded', 'PITPNA-AS1_tpm_unstranded', 'AL590302.2_tpm_unstranded', 'AC016903.1_tpm_unstranded', 'LINC02540_tpm_unstranded', 'Z99916.1_tpm_unstranded', 'AL354928.1_tpm_unstranded', 'LINC02810_tpm_unstranded', 'DLX2-DT_tpm_unstranded', 'LINC01923_tpm_unstranded', 'AL365440.1_tpm_unstranded', 'AL161733.1_tpm_unstranded', 'AL133215.1_tpm_unstranded', 'FRGCA_tpm_unstranded', 'AC011998.2_tpm_unstranded', 'AC114808.2_tpm_unstranded', 'POTEH-AS1_tpm_unstranded', 'AC006450.3_tpm_unstranded', 'PRKG1-AS1_tpm_unstranded', 'AL117378.1_tpm_unstranded', 'AC117944.1_tpm_unstranded', 'SETD4-AS1_tpm_unstranded', 'LINC00347_tpm_unstranded', 'MAP3K2-DT_tpm_unstranded', 'AL160271.2_tpm_unstranded', 'LINC01010_tpm_unstranded', 'MYB-AS1_tpm_unstranded', 'SDK1-AS1_tpm_unstranded', 'DAPK1-IT1_tpm_unstranded', 'SMAD9-IT1_tpm_unstranded', 'LINC01844_tpm_unstranded', 'AL355376.1_tpm_unstranded', 'OVAAL_tpm_unstranded', 'LINC01741_tpm_unstranded', 'AL606760.2_tpm_unstranded', 'AL137071.1_tpm_unstranded', 'AL354794.1_tpm_unstranded', 'AL033384.1_tpm_unstranded', 'AC016822.1_tpm_unstranded', 'LINC01282_tpm_unstranded', 'LINC01186_tpm_unstranded', 'MKLN1-AS_tpm_unstranded', 'AC007666.1_tpm_unstranded', 'MTUS2-AS2_tpm_unstranded', 'AC019118.2_tpm_unstranded', 'LINC02659_tpm_unstranded', 'AL034550.1_tpm_unstranded', 'INTS6-AS1_tpm_unstranded', 'LINC01829_tpm_unstranded', 'LINC00299_tpm_unstranded', 'CNTNAP2-AS1_tpm_unstranded', 'LINC02626_tpm_unstranded', 'AC068898.1_tpm_unstranded', 'ELOA-AS1_tpm_unstranded', 'AL606804.1_tpm_unstranded', 'LINC01563_tpm_unstranded', 'NMBR-AS1_tpm_unstranded', 'AL035691.1_tpm_unstranded', 'LINC00529_tpm_unstranded', 'DMD-AS3_tpm_unstranded', 'CBR3-AS1_tpm_unstranded', 'AC024560.1_tpm_unstranded', 'LINC00421_tpm_unstranded', 'PCYT1B-AS1_tpm_unstranded', 'AC139712.1_tpm_unstranded', 'AC090617.2_tpm_unstranded', 'AC069280.1_tpm_unstranded', 'AC007750.1_tpm_unstranded', 'AC010997.2_tpm_unstranded', 'AL359979.2_tpm_unstranded', 'LINC01474_tpm_unstranded', 'AC105393.2_tpm_unstranded', 'AL008638.2_tpm_unstranded', 'NIFK-AS1_tpm_unstranded', 'BET1-AS1_tpm_unstranded', 'AC068295.1_tpm_unstranded', 'AL157902.1_tpm_unstranded', 'ZKSCAN7-AS1_tpm_unstranded', 'LINC00106_tpm_unstranded', 'AL137078.1_tpm_unstranded', 'LINC01554_tpm_unstranded', 'AP001615.1_tpm_unstranded', 'AC018731.1_tpm_unstranded', 'AC007563.2_tpm_unstranded', 'AC244035.2_tpm_unstranded', 'AL357833.1_tpm_unstranded', 'AL354726.1_tpm_unstranded', 'AC113331.1_tpm_unstranded', 'MIR600HG_tpm_unstranded', 'LINC02827_tpm_unstranded', 'AL137789.1_tpm_unstranded', 'LINC01852_tpm_unstranded', 'CLCA4-AS1_tpm_unstranded', 'AL590727.1_tpm_unstranded', 'AL157937.1_tpm_unstranded', 'LINC01378_tpm_unstranded', 'AL162411.1_tpm_unstranded', 'AP003774.2_tpm_unstranded', 'AL031005.1_tpm_unstranded', 'AC003092.2_tpm_unstranded', 'BAALC-AS2_tpm_unstranded', 'AL365255.1_tpm_unstranded', 'LINC01774_tpm_unstranded', 'AC007359.1_tpm_unstranded', 'ZDHHC20-IT1_tpm_unstranded', 'AC051618.1_tpm_unstranded', 'AL136131.2_tpm_unstranded', 'LINC01141_tpm_unstranded', 'AL451164.1_tpm_unstranded', 'LINC02814_tpm_unstranded', 'ANKRD44-IT1_tpm_unstranded', 'AL121892.1_tpm_unstranded', 'AL157938.2_tpm_unstranded', 'AC130710.1_tpm_unstranded', 'AC025822.2_tpm_unstranded', 'EDRF1-AS1_tpm_unstranded', 'MLIP-IT1_tpm_unstranded', 'ATP2B2-IT1_tpm_unstranded', 'WASF3-AS1_tpm_unstranded', 'AL590730.1_tpm_unstranded', 'GLIS3-AS1_tpm_unstranded', 'AL357793.2_tpm_unstranded', 'LINC01812_tpm_unstranded', 'AL031186.1_tpm_unstranded', 'AC245052.4_tpm_unstranded', 'AC004470.1_tpm_unstranded', 'AL159174.1_tpm_unstranded', 'AC008067.1_tpm_unstranded', 'AC020719.1_tpm_unstranded', 'ZEB1-AS1_tpm_unstranded', 'NDUFA6-DT_tpm_unstranded', 'TTTY12_tpm_unstranded', 'PRMT5-AS1_tpm_unstranded', 'LINC02087_tpm_unstranded', 'MMEL1-AS1_tpm_unstranded', 'AC100823.1_tpm_unstranded', 'AL512649.2_tpm_unstranded', 'AL035420.2_tpm_unstranded', 'AC005550.2_tpm_unstranded', 'AL162727.2_tpm_unstranded', 'AL596218.1_tpm_unstranded', 'AL035706.1_tpm_unstranded', 'EHMT2-AS1_tpm_unstranded', 'AC068134.2_tpm_unstranded', 'LINC01065_tpm_unstranded', 'AC092809.4_tpm_unstranded', 'LINC01056_tpm_unstranded', 'HAND2-AS1_tpm_unstranded', 'AC073254.1_tpm_unstranded', 'LINC02652_tpm_unstranded', 'RASGRP3-AS1_tpm_unstranded', 'HUNK-AS1_tpm_unstranded', 'ZNF503-AS2_tpm_unstranded', 'AL162725.2_tpm_unstranded', 'CNTFR-AS1_tpm_unstranded', 'LINC01792_tpm_unstranded', 'AC128709.3_tpm_unstranded', 'AL445465.1_tpm_unstranded', 'LINC01797_tpm_unstranded', 'PRKAR1B-AS1_tpm_unstranded', 'NR2F1-AS1_tpm_unstranded', 'AC242426.2_tpm_unstranded', 'ZBTB40-IT1_tpm_unstranded', 'AL445072.1_tpm_unstranded', 'AL449403.1_tpm_unstranded', 'AC104777.2_tpm_unstranded', 'PPEF1-AS1_tpm_unstranded', 'LINC01968_tpm_unstranded', 'AL157832.2_tpm_unstranded', 'ZNF295-AS1_tpm_unstranded', 'TMEM26-AS1_tpm_unstranded', 'Z99289.1_tpm_unstranded', 'CREB3L2-AS1_tpm_unstranded', 'LINC00987_tpm_unstranded', 'AL359924.1_tpm_unstranded', 'ZNF133-AS1_tpm_unstranded', 'AC068492.1_tpm_unstranded', 'LINC01810_tpm_unstranded', 'LINC01519_tpm_unstranded', 'AC009498.1_tpm_unstranded', 'AL136982.3_tpm_unstranded', 'CATIP-AS2_tpm_unstranded', 'LINC00851_tpm_unstranded', 'AL691515.1_tpm_unstranded', 'CARD11-AS1_tpm_unstranded', 'LINC01343_tpm_unstranded', 'LINC01732_tpm_unstranded', 'AC007099.2_tpm_unstranded', 'TTN-AS1_tpm_unstranded', 'AL121992.1_tpm_unstranded', 'GS1-124K5.4_tpm_unstranded', 'AL034397.1_tpm_unstranded', 'AL358134.1_tpm_unstranded', 'Z82196.2_tpm_unstranded', 'AC019064.1_tpm_unstranded', 'AL354936.1_tpm_unstranded', 'AC093158.1_tpm_unstranded', 'AC113608.1_tpm_unstranded', 'UPP2-IT1_tpm_unstranded', 'RAI1-AS1_tpm_unstranded', 'XIAP-AS1_tpm_unstranded', 'AL445489.1_tpm_unstranded', 'ELAVL4-AS1_tpm_unstranded', 'FTCD-AS1_tpm_unstranded', 'LINC01502_tpm_unstranded', 'SYP-AS1_tpm_unstranded', 'AL132796.1_tpm_unstranded', 'AC246785.3_tpm_unstranded', 'AL080313.2_tpm_unstranded', 'LINC01358_tpm_unstranded', 'AL365295.1_tpm_unstranded', 'BX088651.4_tpm_unstranded', 'AL354977.2_tpm_unstranded', 'TUSC8_tpm_unstranded', 'AL512330.1_tpm_unstranded', 'AC010907.2_tpm_unstranded', 'AL355803.1_tpm_unstranded', 'UNQ6494_tpm_unstranded', 'BRWD1-IT1_tpm_unstranded', 'AC005703.1_tpm_unstranded', 'HOXD-AS2_tpm_unstranded', 'AL583839.1_tpm_unstranded', 'AL022329.2_tpm_unstranded', 'AL645634.2_tpm_unstranded', 'AL139130.1_tpm_unstranded', 'LNCNEF_tpm_unstranded', 'PITRM1-AS1_tpm_unstranded', 'AC006960.2_tpm_unstranded', 'LINC01304_tpm_unstranded', 'CAMTA1-IT1_tpm_unstranded', 'AP000552.2_tpm_unstranded', 'NRXN2-AS1_tpm_unstranded', 'MGC27382_tpm_unstranded', 'AL365204.2_tpm_unstranded', 'AL954642.1_tpm_unstranded', 'AL158071.3_tpm_unstranded', 'LINC01522_tpm_unstranded', 'FOXD2-AS1_tpm_unstranded', 'BX293535.1_tpm_unstranded', 'LINC02790_tpm_unstranded', 'CAMTA1-DT_tpm_unstranded', 'AL359771.1_tpm_unstranded', 'AC096536.1_tpm_unstranded', 'LINC01351_tpm_unstranded', 'LINC01661_tpm_unstranded', 'AL359710.1_tpm_unstranded', 'LRRC52-AS1_tpm_unstranded', 'AL031663.2_tpm_unstranded', 'AL359547.1_tpm_unstranded', 'AC073115.2_tpm_unstranded', 'AC068759.1_tpm_unstranded', 'LINC01637_tpm_unstranded', 'AC093911.1_tpm_unstranded', 'AC007557.4_tpm_unstranded', 'AL355306.2_tpm_unstranded', 'AL117350.1_tpm_unstranded', 'LINC01684_tpm_unstranded', 'LINC01409_tpm_unstranded', 'AL360007.1_tpm_unstranded', 'AC010105.1_tpm_unstranded', 'WAKMAR2_tpm_unstranded', 'AL713851.2_tpm_unstranded', 'PKN2-AS1_tpm_unstranded', 'UNC5B-AS1_tpm_unstranded', 'AC007384.1_tpm_unstranded', 'AL391832.1_tpm_unstranded', 'LINC00857_tpm_unstranded', 'AC012668.3_tpm_unstranded', 'AF241725.1_tpm_unstranded', 'AL137847.2_tpm_unstranded', 'AL136140.1_tpm_unstranded', 'AL672277.1_tpm_unstranded', 'AC012451.1_tpm_unstranded', 'TTLL11-IT1_tpm_unstranded', 'LINC02567_tpm_unstranded', 'KCND3-AS1_tpm_unstranded', 'LINC01497_tpm_unstranded', 'TTTY21B_tpm_unstranded', 'LINC02836_tpm_unstranded', 'AC099063.1_tpm_unstranded', 'LINC02862_tpm_unstranded', 'LINC01856_tpm_unstranded', 'LINC01888_tpm_unstranded', 'LINC01514_tpm_unstranded', 'AC005538.1_tpm_unstranded', 'LINC00407_tpm_unstranded', 'AL590666.3_tpm_unstranded', 'AL137026.2_tpm_unstranded', 'AP000251.1_tpm_unstranded', 'LINC01275_tpm_unstranded', 'AL138828.1_tpm_unstranded', 'AP001056.1_tpm_unstranded', 'DYRK3-AS1_tpm_unstranded', 'AF064858.2_tpm_unstranded', 'AP002856.4_tpm_unstranded', 'FAM138A_tpm_unstranded', 'AC073257.2_tpm_unstranded', 'AL161629.1_tpm_unstranded', 'AC104623.1_tpm_unstranded', 'FRY-AS1_tpm_unstranded', 'LINC02245_tpm_unstranded', 'AC004522.3_tpm_unstranded', 'AL365226.1_tpm_unstranded', 'HLCS-IT1_tpm_unstranded', 'AP003025.1_tpm_unstranded', 'AC073834.1_tpm_unstranded', 'LINC00316_tpm_unstranded', 'GRM7-AS2_tpm_unstranded', 'LINC01115_tpm_unstranded', 'LINC01866_tpm_unstranded', 'TEX36-AS1_tpm_unstranded', 'AL139039.3_tpm_unstranded', 'AL109615.3_tpm_unstranded', 'LINC00686_tpm_unstranded', 'AC007064.2_tpm_unstranded', 'BX072579.1_tpm_unstranded', 'AC008937.2_tpm_unstranded', 'AL031726.1_tpm_unstranded', 'AC011287.2_tpm_unstranded', 'P4HA2-AS1_tpm_unstranded', 'AL136309.2_tpm_unstranded', 'AC009095.1_tpm_unstranded', 'AC011995.2_tpm_unstranded', 'CAMTA1-AS2_tpm_unstranded', 'AL163192.1_tpm_unstranded', 'AF130359.1_tpm_unstranded', 'DCTN1-AS1_tpm_unstranded', 'RNF216-IT1_tpm_unstranded', 'AC002368.1_tpm_unstranded', 'AL365259.1_tpm_unstranded', 'KCNH7-AS1_tpm_unstranded', 'LINC01143_tpm_unstranded', 'AC079922.2_tpm_unstranded', 'AL592435.1_tpm_unstranded', 'AL590483.2_tpm_unstranded', 'AC023669.2_tpm_unstranded', 'AL161646.1_tpm_unstranded', 'LINC01370_tpm_unstranded', 'AL731563.2_tpm_unstranded', 'LINC02631_tpm_unstranded', 'AC073332.1_tpm_unstranded', 'DDR1-DT_tpm_unstranded', 'ADAMTSL4-AS2_tpm_unstranded', 'GFOD1-AS1_tpm_unstranded', 'LINC02877_tpm_unstranded', 'LINC01318_tpm_unstranded', 'MACORIS_tpm_unstranded', 'AC010894.3_tpm_unstranded', 'FAM197Y6_tpm_unstranded', 'LINC00211_tpm_unstranded', 'AC022034.1_tpm_unstranded', 'AC002066.1_tpm_unstranded', 'CDK6-AS1_tpm_unstranded', 'AL138808.1_tpm_unstranded', 'PHKA2-AS1_tpm_unstranded', 'AC159540.1_tpm_unstranded', 'AC092422.1_tpm_unstranded', 'AC016903.2_tpm_unstranded', 'AC016766.1_tpm_unstranded', 'AL139161.1_tpm_unstranded', 'AL023584.2_tpm_unstranded', 'AC119800.1_tpm_unstranded', 'NFIA-AS1_tpm_unstranded', 'AC062020.1_tpm_unstranded', 'Z94160.1_tpm_unstranded', 'AL035425.1_tpm_unstranded', 'LINC00322_tpm_unstranded', 'AC073130.1_tpm_unstranded', 'AL136972.1_tpm_unstranded', 'LINC01473_tpm_unstranded', 'LINC00398_tpm_unstranded', 'LINC01885_tpm_unstranded', 'DGUOK-AS1_tpm_unstranded', 'NALT1_tpm_unstranded', 'KLF7-IT1_tpm_unstranded', 'AC005008.2_tpm_unstranded', 'AL031289.1_tpm_unstranded', 'AC004000.1_tpm_unstranded', 'SIRPG-AS1_tpm_unstranded', 'LRRC7-AS1_tpm_unstranded', 'AC004543.1_tpm_unstranded', 'LINC02570_tpm_unstranded', 'AL078604.2_tpm_unstranded', 'NFIA-AS2_tpm_unstranded', 'AL590729.1_tpm_unstranded', 'LINC02702_tpm_unstranded', 'AL450998.2_tpm_unstranded', 'LINC01238_tpm_unstranded', 'KCNQ1DN_tpm_unstranded', 'PRKCQ-AS1_tpm_unstranded', 'LINC00649_tpm_unstranded', 'AL583854.1_tpm_unstranded', 'LINC00844_tpm_unstranded', 'AL357079.1_tpm_unstranded', 'AL445218.1_tpm_unstranded', 'FLG-AS1_tpm_unstranded', 'RFX5-AS1_tpm_unstranded', 'KCNMB2-AS1_tpm_unstranded', 'LINC02773_tpm_unstranded', 'CELF2-AS2_tpm_unstranded', 'AL606970.4_tpm_unstranded', 'LINC01679_tpm_unstranded', 'CNTN4-AS1_tpm_unstranded', 'LINC01808_tpm_unstranded', 'AL365318.1_tpm_unstranded', 'AC003659.1_tpm_unstranded', 'AC009227.2_tpm_unstranded', 'AL391832.2_tpm_unstranded', 'AC024619.1_tpm_unstranded', 'AL627309.1_tpm_unstranded', 'AL161908.2_tpm_unstranded', 'AC114752.1_tpm_unstranded', 'AC093110.1_tpm_unstranded', 'AL360169.1_tpm_unstranded', 'HTR3E-AS1_tpm_unstranded', 'LMX1A-AS1_tpm_unstranded', 'AC090505.2_tpm_unstranded', 'AL109807.1_tpm_unstranded', 'AC138035.1_tpm_unstranded', 'AC244197.2_tpm_unstranded', 'LINC02257_tpm_unstranded', 'AC024559.1_tpm_unstranded', 'AC009133.1_tpm_unstranded', 'AL691515.2_tpm_unstranded', 'ZEB2-AS1_tpm_unstranded', 'AL355574.1_tpm_unstranded', 'SPATA3-AS1_tpm_unstranded', 'LINC01685_tpm_unstranded', 'LINC01352_tpm_unstranded', 'LINC02037_tpm_unstranded', 'LINC01625_tpm_unstranded', 'AL080248.1_tpm_unstranded', 'LINC02806_tpm_unstranded', 'LINC01410_tpm_unstranded', 'AP000844.2_tpm_unstranded', 'LINC01589_tpm_unstranded', 'LINC00426_tpm_unstranded', 'AL359258.1_tpm_unstranded', 'MID1IP1-AS1_tpm_unstranded', 'AC114501.3_tpm_unstranded', 'AL121904.1_tpm_unstranded', 'LINC02854_tpm_unstranded', 'MAP3K20-AS1_tpm_unstranded', 'AC104170.1_tpm_unstranded', 'BRWD1-AS1_tpm_unstranded', 'BX284668.5_tpm_unstranded', 'AL445465.2_tpm_unstranded', 'AL391422.3_tpm_unstranded', 'LINC02863_tpm_unstranded', 'TNFRSF14-AS1_tpm_unstranded', 'LINC01053_tpm_unstranded', 'AC068196.1_tpm_unstranded', 'AL390061.1_tpm_unstranded', 'AC078993.1_tpm_unstranded', 'CD81-AS1_tpm_unstranded', 'AL353680.1_tpm_unstranded', 'AL603839.2_tpm_unstranded', 'ENOX1-AS2_tpm_unstranded', 'BX284656.2_tpm_unstranded', 'PHACTR3-AS1_tpm_unstranded', 'AL021153.1_tpm_unstranded', 'PAXBP1-AS1_tpm_unstranded', 'LRIG2-DT_tpm_unstranded', 'AC114752.2_tpm_unstranded', 'AC009312.1_tpm_unstranded', 'LINC02096_tpm_unstranded', 'LINC01877_tpm_unstranded', 'AL139095.4_tpm_unstranded', 'AC104462.2_tpm_unstranded', 'LINC00391_tpm_unstranded', 'AL356364.1_tpm_unstranded', 'LINC02778_tpm_unstranded', 'AC069549.1_tpm_unstranded', 'ST6GAL2-IT1_tpm_unstranded', 'AL121748.1_tpm_unstranded', 'AL513320.1_tpm_unstranded', 'NTM-IT_tpm_unstranded', 'LINC00317_tpm_unstranded', 'LINC00707_tpm_unstranded', 'AL591504.1_tpm_unstranded', 'AL139142.1_tpm_unstranded', 'AC108058.1_tpm_unstranded', 'AL354863.1_tpm_unstranded', 'AC068483.1_tpm_unstranded', 'BX470102.1_tpm_unstranded', 'AC067751.1_tpm_unstranded', 'AL121781.1_tpm_unstranded', 'LINC01448_tpm_unstranded', 'AL603839.3_tpm_unstranded', 'AL034417.2_tpm_unstranded', 'AL391704.2_tpm_unstranded', 'AC004969.1_tpm_unstranded', 'LINC02006_tpm_unstranded', 'LINC02031_tpm_unstranded', 'AC093484.1_tpm_unstranded', 'LINC02023_tpm_unstranded', 'NCK1-DT_tpm_unstranded', 'AL139420.2_tpm_unstranded', 'AC008040.1_tpm_unstranded', 'TTTY23_tpm_unstranded', 'CLRN1-AS1_tpm_unstranded', 'AC092691.1_tpm_unstranded', 'AC080162.1_tpm_unstranded', 'AC092916.1_tpm_unstranded', 'MORC1-AS1_tpm_unstranded', 'ATP6V1B1-AS1_tpm_unstranded', 'LINC01119_tpm_unstranded', 'LLPH-DT_tpm_unstranded', 'ZNF775-AS1_tpm_unstranded', 'AC125613.1_tpm_unstranded', 'Z68871.1_tpm_unstranded', 'AP001469.3_tpm_unstranded', 'LINC02008_tpm_unstranded', 'ST3GAL6-AS1_tpm_unstranded', 'AC004882.2_tpm_unstranded', 'SIDT1-AS1_tpm_unstranded', 'LINC02047_tpm_unstranded', 'AC091212.1_tpm_unstranded', 'AC007405.3_tpm_unstranded', 'AC073517.1_tpm_unstranded', 'AC112487.1_tpm_unstranded', 'AC019211.1_tpm_unstranded', 'PLCH1-AS1_tpm_unstranded', 'LINC01210_tpm_unstranded', 'CADM2-AS1_tpm_unstranded', 'MYLK-AS1_tpm_unstranded', 'HOXB-AS2_tpm_unstranded', 'KMT2E-AS1_tpm_unstranded', 'AC108749.1_tpm_unstranded', 'LINC00879_tpm_unstranded', 'AL513122.2_tpm_unstranded', 'RUVBL1-AS1_tpm_unstranded', 'AC073288.1_tpm_unstranded', 'TFAP2E-AS1_tpm_unstranded', 'PLS1-AS1_tpm_unstranded', 'PSMD6-AS2_tpm_unstranded', 'AC092925.1_tpm_unstranded', 'AL157392.3_tpm_unstranded', 'Z83839.2_tpm_unstranded', 'PDZRN3-AS1_tpm_unstranded', 'AL354710.2_tpm_unstranded', 'AC093627.2_tpm_unstranded', 'AC079943.1_tpm_unstranded', 'HLTF-AS1_tpm_unstranded', 'AC026316.2_tpm_unstranded', 'AC108733.1_tpm_unstranded', 'AC125618.1_tpm_unstranded', 'AC017116.1_tpm_unstranded', 'AC002310.2_tpm_unstranded', 'ITIH4-AS1_tpm_unstranded', 'DENND6A-AS1_tpm_unstranded', 'AC063944.1_tpm_unstranded', 'IGSF11-AS1_tpm_unstranded', 'AL627309.2_tpm_unstranded', 'PRKAG2-AS1_tpm_unstranded', 'LINC01471_tpm_unstranded', 'AC092958.1_tpm_unstranded', 'AP001625.3_tpm_unstranded', 'AC108718.1_tpm_unstranded', 'AL627309.3_tpm_unstranded', 'ZBTB20-AS3_tpm_unstranded', 'AC092059.1_tpm_unstranded', 'AC069444.1_tpm_unstranded', 'STIM2-AS1_tpm_unstranded', 'LINC02004_tpm_unstranded', 'SLC9A9-AS1_tpm_unstranded', 'AC084024.1_tpm_unstranded', 'LNCSRLR_tpm_unstranded', 'AC069439.2_tpm_unstranded', 'AC244205.1_tpm_unstranded', 'AL445190.1_tpm_unstranded', 'AC078785.1_tpm_unstranded', 'AC069431.1_tpm_unstranded', 'AC092969.1_tpm_unstranded', 'AC093627.3_tpm_unstranded', 'AC055758.1_tpm_unstranded', 'ERICH6-AS1_tpm_unstranded', 'AL023653.1_tpm_unstranded', 'LINC02271_tpm_unstranded', 'MAGI1-AS1_tpm_unstranded', 'ARHGEF3-AS1_tpm_unstranded', 'AC080013.1_tpm_unstranded', 'PPP1R35-AS1_tpm_unstranded', 'AL512306.2_tpm_unstranded', 'BX664727.3_tpm_unstranded', 'AC108752.1_tpm_unstranded', 'B4GALT4-AS1_tpm_unstranded', 'GHRLOS_tpm_unstranded', 'AL450384.2_tpm_unstranded', 'SOCAR_tpm_unstranded', 'AC131211.1_tpm_unstranded', 'AC004869.2_tpm_unstranded', 'SEC62-AS1_tpm_unstranded', 'AC012358.2_tpm_unstranded', 'SAMMSON_tpm_unstranded', 'LINC00636_tpm_unstranded', 'AC007879.4_tpm_unstranded', 'REPIN1-AS1_tpm_unstranded', 'CSPG4P1Y_tpm_unstranded', 'LINC00973_tpm_unstranded', 'AC012081.1_tpm_unstranded', 'AC092919.1_tpm_unstranded', 'CDKN2B-AS1_tpm_unstranded', 'AC004594.1_tpm_unstranded', 'AC092979.1_tpm_unstranded', 'AL365273.1_tpm_unstranded', 'AC034238.1_tpm_unstranded', 'TM4SF1-AS1_tpm_unstranded', 'THOC7-AS1_tpm_unstranded', 'AL031428.1_tpm_unstranded', 'AC016968.1_tpm_unstranded', 'LINC02067_tpm_unstranded', 'AC087071.2_tpm_unstranded', 'AC117462.1_tpm_unstranded', 'AL096701.3_tpm_unstranded', 'KCNAB1-AS2_tpm_unstranded', 'MME-AS1_tpm_unstranded', 'AC082651.1_tpm_unstranded', 'LINC01168_tpm_unstranded', 'LINC02030_tpm_unstranded', 'AL512306.3_tpm_unstranded', 'AL139287.1_tpm_unstranded', 'AC010655.2_tpm_unstranded', 'PLCXD2-AS1_tpm_unstranded', 'C21orf91-OT1_tpm_unstranded', 'AC025572.1_tpm_unstranded', 'AC073934.1_tpm_unstranded', 'AC079910.1_tpm_unstranded', 'AC132217.1_tpm_unstranded', 'AC099328.2_tpm_unstranded', 'AC093627.4_tpm_unstranded', 'C1QTNF9-AS1_tpm_unstranded', 'LINC00886_tpm_unstranded', 'AC131210.1_tpm_unstranded', 'NDUFB2-AS1_tpm_unstranded', 'LINC02042_tpm_unstranded', 'AC117430.1_tpm_unstranded', 'AC120042.1_tpm_unstranded', 'LSAMP-AS1_tpm_unstranded', 'AL645465.1_tpm_unstranded', 'AC093714.1_tpm_unstranded', 'AC093904.1_tpm_unstranded', 'HOXA11-AS_tpm_unstranded', 'AL157400.4_tpm_unstranded', 'AL592431.2_tpm_unstranded', 'AC117386.1_tpm_unstranded', 'AL035454.1_tpm_unstranded', 'AC008799.2_tpm_unstranded', 'AC093019.2_tpm_unstranded', 'LINC01994_tpm_unstranded', 'PRICKLE2-AS2_tpm_unstranded', 'PRICKLE2-AS1_tpm_unstranded', 'LINC02032_tpm_unstranded', 'LINC00881_tpm_unstranded', 'LINC02066_tpm_unstranded', 'ARHGAP31-AS1_tpm_unstranded', 'ADAMTS9-AS1_tpm_unstranded', 'LINC00877_tpm_unstranded', 'AC128685.1_tpm_unstranded', 'FO393419.2_tpm_unstranded', 'AL645608.4_tpm_unstranded', 'ZIC4-AS1_tpm_unstranded', 'IQCJ-SCHIP1-AS1_tpm_unstranded', 'LINC02024_tpm_unstranded', 'AC078785.2_tpm_unstranded', 'AC078788.1_tpm_unstranded', 'AC068308.1_tpm_unstranded', 'AC093620.1_tpm_unstranded', 'AC106712.1_tpm_unstranded', 'LINC02614_tpm_unstranded', 'ZBTB20-AS2_tpm_unstranded', 'WWTR1-AS1_tpm_unstranded', 'SUCLG2-AS1_tpm_unstranded', 'AL133481.3_tpm_unstranded', 'AC004930.1_tpm_unstranded', 'AL603962.1_tpm_unstranded', 'LINC02070_tpm_unstranded', 'LINC01487_tpm_unstranded', 'AC004690.2_tpm_unstranded', 'AC092849.1_tpm_unstranded', 'SYNPR-AS1_tpm_unstranded', 'LINC01192_tpm_unstranded', 'LINC01997_tpm_unstranded', 'HNF1A-AS1_tpm_unstranded', 'LINC00903_tpm_unstranded', 'AC064852.1_tpm_unstranded', 'AC092666.1_tpm_unstranded', 'AC005996.1_tpm_unstranded', 'PLSCR5-AS1_tpm_unstranded', 'LINC00635_tpm_unstranded', 'PTPRG-AS1_tpm_unstranded', 'AL160408.4_tpm_unstranded', 'MECOM-AS1_tpm_unstranded', 'AC093010.1_tpm_unstranded', 'AL391645.1_tpm_unstranded', 'AC098820.1_tpm_unstranded', 'AC141424.1_tpm_unstranded', 'LINC02029_tpm_unstranded', 'ZBTB20-AS1_tpm_unstranded', 'PAQR9-AS1_tpm_unstranded', 'AC060234.3_tpm_unstranded', 'AC099542.1_tpm_unstranded', 'AC092468.1_tpm_unstranded', 'AL627309.4_tpm_unstranded', 'LINC01323_tpm_unstranded', 'CADM2-AS2_tpm_unstranded', 'TRBV11-2_tpm_unstranded', 'AL031733.2_tpm_unstranded', 'AC104445.1_tpm_unstranded', 'LINC01327_tpm_unstranded', 'AC018450.1_tpm_unstranded', 'ADAMTS9-AS2_tpm_unstranded', 'LINC02053_tpm_unstranded', 'AL158847.1_tpm_unstranded', 'AP001062.3_tpm_unstranded', 'XACT_tpm_unstranded', 'AC063938.1_tpm_unstranded', 'AC002467.1_tpm_unstranded', 'LINC01324_tpm_unstranded', 'LINC00893_tpm_unstranded', 'AC104411.1_tpm_unstranded', 'AC092620.1_tpm_unstranded', 'AC092958.2_tpm_unstranded', 'SCG5-AS1_tpm_unstranded', 'CECR3_tpm_unstranded', 'AL627309.5_tpm_unstranded', 'AC245088.1_tpm_unstranded', 'AC124893.1_tpm_unstranded', 'AC114401.1_tpm_unstranded', 'AC112496.1_tpm_unstranded', 'AC078788.2_tpm_unstranded', 'AC000372.1_tpm_unstranded', 'DENND6A-DT_tpm_unstranded', 'AL021937.4_tpm_unstranded', 'AC109466.1_tpm_unstranded', 'WWTR1-IT1_tpm_unstranded', 'PRR34-AS1_tpm_unstranded', 'AC129807.1_tpm_unstranded', 'AC084211.1_tpm_unstranded', 'AC112493.1_tpm_unstranded', 'AC078980.1_tpm_unstranded', 'LINC01743_tpm_unstranded', 'AC093583.1_tpm_unstranded', 'DNAJB8-AS1_tpm_unstranded', 'AC092590.1_tpm_unstranded', 'AC084864.1_tpm_unstranded', 'SLC5A4-AS1_tpm_unstranded', 'MUC20-OT1_tpm_unstranded', 'FOXP1-IT1_tpm_unstranded', 'LINC01100_tpm_unstranded', 'SNHG3_tpm_unstranded', 'AC093904.2_tpm_unstranded', 'AC099542.2_tpm_unstranded', 'LASTR_tpm_unstranded', 'AC004884.2_tpm_unstranded', 'AC017015.2_tpm_unstranded', 'HOXB-AS4_tpm_unstranded', 'NECTIN3-AS1_tpm_unstranded', 'LINC00996_tpm_unstranded', 'LINC02082_tpm_unstranded', 'AC108488.1_tpm_unstranded', 'BMS1P4-AGAP5_tpm_unstranded', 'ZBTB20-AS5_tpm_unstranded', 'AC121764.1_tpm_unstranded', 'LINC02025_tpm_unstranded', 'KCNAB1-AS1_tpm_unstranded', 'AL590705.3_tpm_unstranded', 'LINC00901_tpm_unstranded', 'AC099677.3_tpm_unstranded', 'AC096536.2_tpm_unstranded', 'AC091179.1_tpm_unstranded', 'CFAP20DC-AS1_tpm_unstranded', 'LINC02046_tpm_unstranded', 'AC093627.5_tpm_unstranded', 'LINC01206_tpm_unstranded', 'LINC00960_tpm_unstranded', 'KLHL6-AS1_tpm_unstranded', 'AC079943.2_tpm_unstranded', 'AC007620.2_tpm_unstranded', 'AC010729.2_tpm_unstranded', 'AC126121.2_tpm_unstranded', 'AP001432.1_tpm_unstranded', 'AC121764.2_tpm_unstranded', 'AC073288.2_tpm_unstranded', 'AC108010.1_tpm_unstranded', 'AL645608.5_tpm_unstranded', 'AC006148.1_tpm_unstranded', 'AC093627.6_tpm_unstranded', 'AC112219.1_tpm_unstranded', 'AC092910.3_tpm_unstranded', 'AC009228.1_tpm_unstranded', 'LINC00971_tpm_unstranded', 'AC108693.2_tpm_unstranded', 'LINC02010_tpm_unstranded', 'PDE6B-AS1_tpm_unstranded', 'LINC02005_tpm_unstranded', 'AL445430.2_tpm_unstranded', 'LINC00882_tpm_unstranded', 'ZBTB20-AS4_tpm_unstranded', 'CD200R1L-AS1_tpm_unstranded', 'AC121764.3_tpm_unstranded', 'LINC02050_tpm_unstranded', 'AC104831.1_tpm_unstranded', 'AC117395.1_tpm_unstranded', 'AC007849.1_tpm_unstranded', 'GLYCTK-AS1_tpm_unstranded', 'AC073842.2_tpm_unstranded', 'SOX2-OT_tpm_unstranded', 'AC092691.3_tpm_unstranded', 'AC068756.1_tpm_unstranded', 'AL591895.1_tpm_unstranded', 'AC026341.1_tpm_unstranded', 'FLNC-AS1_tpm_unstranded', 'AADACL2-AS1_tpm_unstranded', 'PLCH1-AS2_tpm_unstranded', 'AL591242.1_tpm_unstranded', 'AC005062.1_tpm_unstranded', 'AL359538.1_tpm_unstranded', 'AC005486.1_tpm_unstranded', 'GK-AS1_tpm_unstranded', 'AL359853.2_tpm_unstranded', 'ARHGEF26-AS1_tpm_unstranded', 'AC092894.1_tpm_unstranded', 'LINC00870_tpm_unstranded', 'AC107029.1_tpm_unstranded', 'AC000120.1_tpm_unstranded', 'AC079760.2_tpm_unstranded', 'LINC02040_tpm_unstranded', 'AC106707.1_tpm_unstranded', 'AL162431.1_tpm_unstranded', 'AC092944.1_tpm_unstranded', 'AC110769.1_tpm_unstranded', 'CCDC39-AS1_tpm_unstranded', 'PRKAR2B-AS1_tpm_unstranded', 'TUSC7_tpm_unstranded', 'AC006159.2_tpm_unstranded', 'AC006252.1_tpm_unstranded', 'AC011005.4_tpm_unstranded', 'AC073130.2_tpm_unstranded', 'AC020636.1_tpm_unstranded', 'AC068633.1_tpm_unstranded', 'AC126121.3_tpm_unstranded', 'AC078828.1_tpm_unstranded', 'AC026347.1_tpm_unstranded', 'FGF14-IT1_tpm_unstranded', 'LINC01998_tpm_unstranded', 'AC093714.2_tpm_unstranded', 'LINC02045_tpm_unstranded', 'AL358394.2_tpm_unstranded', 'MCCC1-AS1_tpm_unstranded', 'AC119424.1_tpm_unstranded', 'AC012442.2_tpm_unstranded', 'PSMD6-AS1_tpm_unstranded', 'AC107021.1_tpm_unstranded', 'AC010973.1_tpm_unstranded', 'MNX1-AS1_tpm_unstranded', 'MIR1302-2HG_tpm_unstranded', 'AC068985.1_tpm_unstranded', 'AC082651.3_tpm_unstranded', 'LINC01214_tpm_unstranded', 'LINC02017_tpm_unstranded', 'AC006148.2_tpm_unstranded', 'LINC02049_tpm_unstranded', 'AL513523.4_tpm_unstranded', 'AC092957.1_tpm_unstranded', 'LINC00880_tpm_unstranded', 'AL445493.2_tpm_unstranded', 'AC132825.2_tpm_unstranded', 'LINC02027_tpm_unstranded', 'DUBR_tpm_unstranded', 'CACNA2D3-AS1_tpm_unstranded', 'AC018450.2_tpm_unstranded', 'AC006547.2_tpm_unstranded', 'HOTTIP_tpm_unstranded', 'LINC02044_tpm_unstranded', 'AC004917.1_tpm_unstranded', 'PEX5L-AS1_tpm_unstranded', 'CFAP61-AS1_tpm_unstranded', 'AC021074.3_tpm_unstranded', 'RN7SL832P_tpm_unstranded', 'LINC02000_tpm_unstranded', 'WDR86-AS1_tpm_unstranded', 'CFAP44-AS1_tpm_unstranded', 'AC092994.1_tpm_unstranded', 'AC108751.4_tpm_unstranded', 'AL355140.1_tpm_unstranded', 'ELFN2_tpm_unstranded', 'AC138057.1_tpm_unstranded', 'TIPARP-AS1_tpm_unstranded', 'AC117386.2_tpm_unstranded', 'AC073359.1_tpm_unstranded', 'AL390195.1_tpm_unstranded', 'PARAL1_tpm_unstranded', 'AC073359.2_tpm_unstranded', 'AC073320.1_tpm_unstranded', 'IL12A-AS1_tpm_unstranded', 'LINC01011_tpm_unstranded', 'AC007566.1_tpm_unstranded', 'AC104653.2_tpm_unstranded', 'ATP1B3-AS1_tpm_unstranded', 'AC078882.1_tpm_unstranded', 'LINC01322_tpm_unstranded', 'AL512328.1_tpm_unstranded', 'AC010973.2_tpm_unstranded', 'CALHM6-AS1_tpm_unstranded', 'FLNB-AS1_tpm_unstranded', 'AC091153.3_tpm_unstranded', 'ARHGEF35-AS1_tpm_unstranded', 'FOXP1-AS1_tpm_unstranded', 'LINC02016_tpm_unstranded', 'CSPG4P2Y_tpm_unstranded', 'AC007009.1_tpm_unstranded', 'LINC01995_tpm_unstranded', 'AC082651.4_tpm_unstranded', 'SIAH2-AS1_tpm_unstranded', 'AC117394.2_tpm_unstranded', 'AP000235.1_tpm_unstranded', 'ITGB5-AS1_tpm_unstranded', 'GATA2-AS1_tpm_unstranded', 'PEX5L-AS2_tpm_unstranded', 'AC093904.3_tpm_unstranded', 'LINC01326_tpm_unstranded', 'AC109992.2_tpm_unstranded', 'AL138759.1_tpm_unstranded', 'AJ239322.2_tpm_unstranded', 'LINC00698_tpm_unstranded', 'AC104435.2_tpm_unstranded', 'AL662791.1_tpm_unstranded', 'AC055758.2_tpm_unstranded', 'AC134772.1_tpm_unstranded', 'FAM3D-AS1_tpm_unstranded', 'AC147067.1_tpm_unstranded', 'LINC02077_tpm_unstranded', 'AC107029.2_tpm_unstranded', 'AC093001.1_tpm_unstranded', 'OR2A1-AS1_tpm_unstranded', 'AL021707.5_tpm_unstranded', 'SLC9A9-AS2_tpm_unstranded', 'HDAC11-AS1_tpm_unstranded', 'AC109587.1_tpm_unstranded', 'LINC01213_tpm_unstranded', 'AC092924.1_tpm_unstranded', 'AC006455.8_tpm_unstranded', 'KCNK15-AS1_tpm_unstranded', 'PRICKLE2-DT_tpm_unstranded', 'LINC01391_tpm_unstranded', 'WNT5A-AS1_tpm_unstranded', 'AC243547.1_tpm_unstranded', 'AC246787.2_tpm_unstranded', 'MIATNB_tpm_unstranded', 'LINC02086_tpm_unstranded', 'AC025566.1_tpm_unstranded', 'AC108676.1_tpm_unstranded', 'AL109761.1_tpm_unstranded', 'AC004918.1_tpm_unstranded', 'AC026353.1_tpm_unstranded', 'AL132656.2_tpm_unstranded', 'AC026316.3_tpm_unstranded', 'AL137024.1_tpm_unstranded', 'AC087667.1_tpm_unstranded', 'GABPB1-AS1_tpm_unstranded', 'ALKBH3-AS1_tpm_unstranded', 'RUFY1-AS1_tpm_unstranded', 'AC123768.1_tpm_unstranded', 'AC087521.1_tpm_unstranded', 'LIFR-AS1_tpm_unstranded', 'AC100803.2_tpm_unstranded', 'AP001122.1_tpm_unstranded', 'LINC02453_tpm_unstranded', 'AC107959.1_tpm_unstranded', 'AC092718.1_tpm_unstranded', 'LINC00847_tpm_unstranded', 'IGFBP7-AS1_tpm_unstranded', 'MIR3150BHG_tpm_unstranded', 'A2M-AS1_tpm_unstranded', 'SMARCA5-AS1_tpm_unstranded', 'MALINC1_tpm_unstranded', 'ARAP1-AS2_tpm_unstranded', 'RNF139-AS1_tpm_unstranded', 'AP001107.1_tpm_unstranded', 'LINC00861_tpm_unstranded', 'AC105285.1_tpm_unstranded', 'USP2-AS1_tpm_unstranded', 'AL133375.1_tpm_unstranded', 'SAP30L-AS1_tpm_unstranded', 'AC124242.1_tpm_unstranded', 'CYP2U1-AS1_tpm_unstranded', 'ARNTL2-AS1_tpm_unstranded', 'AC008393.1_tpm_unstranded', 'H2AZ1-DT_tpm_unstranded', 'AP005717.1_tpm_unstranded', 'CXXC4-AS1_tpm_unstranded', 'AP003396.1_tpm_unstranded', 'AL357153.1_tpm_unstranded', 'LINC02447_tpm_unstranded', 'LINC01585_tpm_unstranded', 'AC046130.1_tpm_unstranded', 'AP000866.1_tpm_unstranded', 'LINC02709_tpm_unstranded', 'LINC00461_tpm_unstranded', 'NEAT1_tpm_unstranded', 'RORA-AS1_tpm_unstranded', 'AP000787.1_tpm_unstranded', 'SCAMP1-AS1_tpm_unstranded', 'FAM111A-DT_tpm_unstranded', 'BDNF-AS_tpm_unstranded', 'DACT3-AS1_tpm_unstranded', 'DDX11-AS1_tpm_unstranded', 'KLRK1-AS1_tpm_unstranded', 'AC083805.1_tpm_unstranded', 'LINC02211_tpm_unstranded', 'AC006064.1_tpm_unstranded', 'FRG1-DT_tpm_unstranded', 'AC008659.1_tpm_unstranded', 'CRNDE_tpm_unstranded', 'NADK2-AS1_tpm_unstranded', 'AC009292.1_tpm_unstranded', 'LINC02226_tpm_unstranded', 'AC097382.2_tpm_unstranded', 'DRAIC_tpm_unstranded', 'AC106793.1_tpm_unstranded', 'LINC02202_tpm_unstranded', 'MIR4300HG_tpm_unstranded', 'RAD51-AS1_tpm_unstranded', 'GS1-24F4.2_tpm_unstranded', 'MEF2C-AS2_tpm_unstranded', 'AP004609.1_tpm_unstranded', 'LINC00682_tpm_unstranded', 'NSMCE1-DT_tpm_unstranded', 'AC025164.1_tpm_unstranded', 'SNHG6_tpm_unstranded', 'SDAD1-AS1_tpm_unstranded', 'LINC01184_tpm_unstranded', 'LINC02273_tpm_unstranded', 'AP003352.1_tpm_unstranded', 'AC090515.2_tpm_unstranded', 'LINC01513_tpm_unstranded', 'ALDH1L1-AS2_tpm_unstranded', 'RAB30-DT_tpm_unstranded', 'LINC02325_tpm_unstranded', 'AC016065.1_tpm_unstranded', 'AP002026.1_tpm_unstranded', 'LINC01096_tpm_unstranded', 'LINC00900_tpm_unstranded', 'AC107959.2_tpm_unstranded', 'RRS1-AS1_tpm_unstranded', 'KCTD21-AS1_tpm_unstranded', 'P4HA3-AS1_tpm_unstranded', 'AC024588.1_tpm_unstranded', 'LINC01550_tpm_unstranded', 'AC006299.1_tpm_unstranded', 'CASC8_tpm_unstranded', 'AC087521.2_tpm_unstranded', 'UBR5-AS1_tpm_unstranded', 'SBF2-AS1_tpm_unstranded', 'AC090510.1_tpm_unstranded', 'AC116535.1_tpm_unstranded', 'AC010230.1_tpm_unstranded', 'AC113382.1_tpm_unstranded', 'AC010198.1_tpm_unstranded', 'PRR7-AS1_tpm_unstranded', 'EXTL3-AS1_tpm_unstranded', 'AL049543.1_tpm_unstranded', 'LINC02458_tpm_unstranded', 'LACTB2-AS1_tpm_unstranded', 'PPM1K-DT_tpm_unstranded', 'AC040168.1_tpm_unstranded', 'ZNF84-DT_tpm_unstranded', 'DIAPH1-AS1_tpm_unstranded', 'LINC00968_tpm_unstranded', 'AL049840.2_tpm_unstranded', 'AC138904.1_tpm_unstranded', 'AF131216.1_tpm_unstranded', 'FZD4-DT_tpm_unstranded', 'LINC02481_tpm_unstranded', 'AC079089.1_tpm_unstranded', 'AC096746.1_tpm_unstranded', 'LINC02288_tpm_unstranded', 'UBE2D3-AS1_tpm_unstranded', 'AC100861.1_tpm_unstranded', 'CACNA1C-AS1_tpm_unstranded', 'PICART1_tpm_unstranded', 'LINC00535_tpm_unstranded', 'RASSF8-AS1_tpm_unstranded', 'MGC16275_tpm_unstranded', 'PLA2G4E-AS1_tpm_unstranded', 'RGMB-AS1_tpm_unstranded', 'COL25A1-DT_tpm_unstranded', 'AC044802.1_tpm_unstranded', 'AP000977.1_tpm_unstranded', 'AC106038.1_tpm_unstranded', 'RIC3-DT_tpm_unstranded', 'AL157938.3_tpm_unstranded', 'STARD4-AS1_tpm_unstranded', 'GPR176-DT_tpm_unstranded', 'LINC02466_tpm_unstranded', 'DNM1P35_tpm_unstranded', 'AP000487.1_tpm_unstranded', 'LINC00920_tpm_unstranded', 'Z84485.1_tpm_unstranded', 'SOCS2-AS1_tpm_unstranded', 'AC005920.1_tpm_unstranded', 'AC099508.1_tpm_unstranded', 'AC008443.1_tpm_unstranded', 'BAALC-AS1_tpm_unstranded', 'SNHG10_tpm_unstranded', 'MIR210HG_tpm_unstranded', 'AC009126.1_tpm_unstranded', 'AC138781.1_tpm_unstranded', 'AC025263.1_tpm_unstranded', 'AC090204.1_tpm_unstranded', 'AP000873.2_tpm_unstranded', 'CSTF3-DT_tpm_unstranded', 'LINC01252_tpm_unstranded', 'AC104078.1_tpm_unstranded', 'AC011346.1_tpm_unstranded', 'LINC01498_tpm_unstranded', 'AC009060.1_tpm_unstranded', 'UBL7-AS1_tpm_unstranded', 'ZBED5-AS1_tpm_unstranded', 'AL359220.1_tpm_unstranded', 'AC010255.1_tpm_unstranded', 'LY6E-DT_tpm_unstranded', 'AC010547.1_tpm_unstranded', 'AC092343.1_tpm_unstranded', 'AC090061.1_tpm_unstranded', 'AC008897.2_tpm_unstranded', 'TMED2-DT_tpm_unstranded', 'PLUT_tpm_unstranded', 'DNAJC3-DT_tpm_unstranded', 'AC099487.1_tpm_unstranded', 'AP000802.1_tpm_unstranded', 'CARS1-AS1_tpm_unstranded', 'GPRC5D-AS1_tpm_unstranded', 'MIR4458HG_tpm_unstranded', 'OIP5-AS1_tpm_unstranded', 'CKMT2-AS1_tpm_unstranded', 'CPEB2-DT_tpm_unstranded', 'LRP4-AS1_tpm_unstranded', 'AC139795.2_tpm_unstranded', 'FABP6-AS1_tpm_unstranded', 'STX18-AS1_tpm_unstranded', 'AC091057.2_tpm_unstranded', 'AC120114.1_tpm_unstranded', 'AC068446.2_tpm_unstranded', 'PCED1B-AS1_tpm_unstranded', 'SNCA-AS1_tpm_unstranded', 'AC008966.1_tpm_unstranded', 'NR2F2-AS1_tpm_unstranded', 'AL136537.1_tpm_unstranded', 'TMEM161B-AS1_tpm_unstranded', 'AC006064.2_tpm_unstranded', 'AP001922.1_tpm_unstranded', 'AC021086.1_tpm_unstranded', 'AC024896.1_tpm_unstranded', 'AL139807.1_tpm_unstranded', 'AC022364.1_tpm_unstranded', 'SEC24B-AS1_tpm_unstranded', 'AL160313.1_tpm_unstranded', 'LINC00926_tpm_unstranded', 'FOXD1-AS1_tpm_unstranded', 'NRAV_tpm_unstranded', 'AC005329.1_tpm_unstranded', 'FAM13A-AS1_tpm_unstranded', 'ARHGAP42-AS1_tpm_unstranded', 'AC034238.2_tpm_unstranded', 'UBA6-AS1_tpm_unstranded', 'AC079061.1_tpm_unstranded', 'DPH6-DT_tpm_unstranded', 'NNT-AS1_tpm_unstranded', 'AC087257.1_tpm_unstranded', 'AC002116.1_tpm_unstranded', 'AC008443.2_tpm_unstranded', 'LINC02039_tpm_unstranded', 'AC108174.1_tpm_unstranded', 'AC023154.1_tpm_unstranded', 'LINC01019_tpm_unstranded', 'AC008700.1_tpm_unstranded', 'AC026774.1_tpm_unstranded', 'LINC01194_tpm_unstranded', 'LINC02101_tpm_unstranded', 'AC094105.1_tpm_unstranded', 'AC097515.1_tpm_unstranded', 'LINC02383_tpm_unstranded', 'AC016553.1_tpm_unstranded', 'AC114954.1_tpm_unstranded', 'LINC02150_tpm_unstranded', 'ANK2-AS1_tpm_unstranded', 'AC098487.1_tpm_unstranded', 'AC110760.1_tpm_unstranded', 'AC009720.1_tpm_unstranded', 'LINC02268_tpm_unstranded', 'AC109349.1_tpm_unstranded', 'LINC02283_tpm_unstranded', 'AC078850.1_tpm_unstranded', 'ATG10-AS1_tpm_unstranded', 'AC016550.1_tpm_unstranded', 'LINC00290_tpm_unstranded', 'AC008877.1_tpm_unstranded', 'LINC02234_tpm_unstranded', 'AC011362.1_tpm_unstranded', 'AC074194.1_tpm_unstranded', 'LINC02355_tpm_unstranded', 'TRPC7-AS1_tpm_unstranded', 'LINC02505_tpm_unstranded', 'STX18-IT1_tpm_unstranded', 'SLIT3-AS1_tpm_unstranded', 'AC026785.2_tpm_unstranded', 'LINC02513_tpm_unstranded', 'SLIT2-IT1_tpm_unstranded', 'LINC02438_tpm_unstranded', 'AC114956.1_tpm_unstranded', 'AC004053.1_tpm_unstranded', 'LINC02014_tpm_unstranded', 'AC010307.2_tpm_unstranded', 'AC107398.2_tpm_unstranded', 'OCIAD1-AS1_tpm_unstranded', 'AC008948.1_tpm_unstranded', 'AC108037.1_tpm_unstranded', 'FLJ12825_tpm_unstranded', 'AC108142.1_tpm_unstranded', 'AC010275.1_tpm_unstranded', 'TRIM52-AS1_tpm_unstranded', 'LINC02120_tpm_unstranded', 'AC122707.1_tpm_unstranded', 'AC025465.1_tpm_unstranded', 'LINC02360_tpm_unstranded', 'LINC00616_tpm_unstranded', 'MEF2C-AS1_tpm_unstranded', 'AC026719.1_tpm_unstranded', 'AC111194.1_tpm_unstranded', 'AC104958.1_tpm_unstranded', 'LINC02275_tpm_unstranded', 'AL117348.1_tpm_unstranded', 'LUCAT1_tpm_unstranded', 'LINC00613_tpm_unstranded', 'TUB-AS1_tpm_unstranded', 'AC096733.1_tpm_unstranded', 'LINC02472_tpm_unstranded', 'LINC02504_tpm_unstranded', 'AC096576.2_tpm_unstranded', 'AC092435.1_tpm_unstranded', 'AC093864.1_tpm_unstranded', 'AC243972.1_tpm_unstranded', 'AC010280.1_tpm_unstranded', 'LINC00504_tpm_unstranded', 'AC011352.1_tpm_unstranded', 'AC016550.2_tpm_unstranded', 'AC008610.1_tpm_unstranded', 'AC114741.1_tpm_unstranded', 'LINC02434_tpm_unstranded', 'LINC02056_tpm_unstranded', 'AC096577.1_tpm_unstranded', 'AC022447.1_tpm_unstranded', 'AC093801.1_tpm_unstranded', 'LINC02064_tpm_unstranded', 'AC026782.1_tpm_unstranded', 'LINC00498_tpm_unstranded', 'AL645924.1_tpm_unstranded', 'LINC02469_tpm_unstranded', 'AC107464.1_tpm_unstranded', 'AC097535.1_tpm_unstranded', 'AC006296.1_tpm_unstranded', 'AC010395.1_tpm_unstranded', 'FAM198B-AS1_tpm_unstranded', 'AC021134.1_tpm_unstranded', 'AC139718.1_tpm_unstranded', 'AC107463.1_tpm_unstranded', 'AC091917.1_tpm_unstranded', 'LINC01197_tpm_unstranded', 'AC109464.1_tpm_unstranded', 'SEMA6A-AS1_tpm_unstranded', 'LINC02217_tpm_unstranded', 'LINC02485_tpm_unstranded', 'LINC02220_tpm_unstranded', 'AL139147.1_tpm_unstranded', 'LINC02119_tpm_unstranded', 'FGF10-AS1_tpm_unstranded', 'AC107027.1_tpm_unstranded', 'AC139491.1_tpm_unstranded', 'LINC01962_tpm_unstranded', 'LINC02122_tpm_unstranded', 'AC016642.1_tpm_unstranded', 'BACH1-IT1_tpm_unstranded', 'AC104137.1_tpm_unstranded', 'AC008406.1_tpm_unstranded', 'AC113391.1_tpm_unstranded', 'LINC02062_tpm_unstranded', 'AC113355.1_tpm_unstranded', 'AC093772.1_tpm_unstranded', 'ZFAT-AS1_tpm_unstranded', 'LNX1-AS2_tpm_unstranded', 'LINC02380_tpm_unstranded', 'SRP14-AS1_tpm_unstranded', 'LINC02267_tpm_unstranded', 'AC112695.1_tpm_unstranded', 'AC008443.3_tpm_unstranded', 'AC024230.1_tpm_unstranded', 'AC105415.1_tpm_unstranded', 'LINC02437_tpm_unstranded', 'AC098587.1_tpm_unstranded', 'AC026787.1_tpm_unstranded', 'LINC02058_tpm_unstranded', 'AC026746.1_tpm_unstranded', 'AC034226.1_tpm_unstranded', 'AC091906.1_tpm_unstranded', 'AC022784.1_tpm_unstranded', 'LINC02117_tpm_unstranded', 'AC010931.1_tpm_unstranded', 'AC008676.1_tpm_unstranded', 'AC105290.1_tpm_unstranded', 'OTX2-AS1_tpm_unstranded', 'AC095050.1_tpm_unstranded', 'C5orf34-AS1_tpm_unstranded', 'LINC01339_tpm_unstranded', 'AC109454.2_tpm_unstranded', 'AC068721.1_tpm_unstranded', 'AC106882.1_tpm_unstranded', 'EGFLAM-AS2_tpm_unstranded', 'AC023794.1_tpm_unstranded', 'GDNF-AS1_tpm_unstranded', 'AC008517.1_tpm_unstranded', 'AC139491.2_tpm_unstranded', 'AC126768.1_tpm_unstranded', 'FLJ42969_tpm_unstranded', 'AC025465.2_tpm_unstranded', 'AC116634.1_tpm_unstranded', 'AC022140.1_tpm_unstranded', 'AC117422.1_tpm_unstranded', 'AC022447.2_tpm_unstranded', 'AC095059.1_tpm_unstranded', 'AC092608.1_tpm_unstranded', 'AC008588.1_tpm_unstranded', 'AC002070.1_tpm_unstranded', 'AC096759.1_tpm_unstranded', 'AC012613.1_tpm_unstranded', 'AC083795.2_tpm_unstranded', 'LINC00992_tpm_unstranded', 'AC010273.2_tpm_unstranded', 'AC010486.1_tpm_unstranded', 'OXCT1-AS1_tpm_unstranded', 'ALG1L9P_tpm_unstranded', 'LINC01331_tpm_unstranded', 'AC083902.1_tpm_unstranded', 'LINC02102_tpm_unstranded', 'ARHGAP22-IT1_tpm_unstranded', 'LINC02484_tpm_unstranded', 'HAS2-AS1_tpm_unstranded', 'ADGRL3-AS1_tpm_unstranded', 'LINC02100_tpm_unstranded', 'AC079226.1_tpm_unstranded', 'AC008539.1_tpm_unstranded', 'LINC02415_tpm_unstranded', 'LINC02144_tpm_unstranded', 'AC008549.1_tpm_unstranded', 'AC091180.2_tpm_unstranded', 'LINC02222_tpm_unstranded', 'AC021127.1_tpm_unstranded', 'NPHP3-AS1_tpm_unstranded', 'LINC01948_tpm_unstranded', 'EGFLAM-AS4_tpm_unstranded', 'AC008852.1_tpm_unstranded', 'AC008906.1_tpm_unstranded', 'AC094105.2_tpm_unstranded', 'AC037441.1_tpm_unstranded', 'LINC02428_tpm_unstranded', 'AC108467.1_tpm_unstranded', 'AC107220.1_tpm_unstranded', 'AC104063.1_tpm_unstranded', 'AC116362.1_tpm_unstranded', 'AC008406.2_tpm_unstranded', 'LINC02115_tpm_unstranded', 'AC008883.1_tpm_unstranded', 'AC012339.1_tpm_unstranded', 'AC092435.2_tpm_unstranded', 'AC108727.1_tpm_unstranded', 'AC097534.1_tpm_unstranded', 'AC093297.1_tpm_unstranded', 'AC106771.1_tpm_unstranded', 'AC092903.2_tpm_unstranded', 'LINC02118_tpm_unstranded', 'AC097103.1_tpm_unstranded', 'AC022118.1_tpm_unstranded', 'C8orf34-AS1_tpm_unstranded', 'AC078850.2_tpm_unstranded', 'LINC01095_tpm_unstranded', 'LINC02432_tpm_unstranded', 'AC022447.3_tpm_unstranded', 'AC079226.2_tpm_unstranded', 'AC097512.1_tpm_unstranded', 'AC021660.2_tpm_unstranded', 'AC011396.1_tpm_unstranded', 'LINC02753_tpm_unstranded', 'LINC02065_tpm_unstranded', 'FLJ46284_tpm_unstranded', 'LINC01574_tpm_unstranded', 'USP46-DT_tpm_unstranded', 'LINC02511_tpm_unstranded', 'AC026782.2_tpm_unstranded', 'LINC02431_tpm_unstranded', 'C5orf17_tpm_unstranded', 'AC091917.2_tpm_unstranded', 'AC010245.1_tpm_unstranded', 'AC010280.2_tpm_unstranded', 'HHIP-AS1_tpm_unstranded', 'FAM138E_tpm_unstranded', 'AC105001.1_tpm_unstranded', 'AC022126.1_tpm_unstranded', 'LINC01846_tpm_unstranded', 'LINC02239_tpm_unstranded', 'AC096736.1_tpm_unstranded', 'AC008808.1_tpm_unstranded', 'AC021087.1_tpm_unstranded', 'AC114284.1_tpm_unstranded', 'AC046134.2_tpm_unstranded', 'AC034234.1_tpm_unstranded', 'AC027607.1_tpm_unstranded', 'AC111198.1_tpm_unstranded', 'LINC01335_tpm_unstranded', 'AC140125.1_tpm_unstranded', 'AC122719.1_tpm_unstranded', 'AC027801.2_tpm_unstranded', 'AC025773.1_tpm_unstranded', 'AC131254.1_tpm_unstranded', 'AC011389.1_tpm_unstranded', 'AC012640.1_tpm_unstranded', 'AC137810.1_tpm_unstranded', 'AC106799.2_tpm_unstranded', 'AL133372.2_tpm_unstranded', 'SPCS3-AS1_tpm_unstranded', 'AC004054.1_tpm_unstranded', 'LINC02758_tpm_unstranded', 'AC097375.1_tpm_unstranded', 'AC124852.1_tpm_unstranded', 'LINC02231_tpm_unstranded', 'AC145098.1_tpm_unstranded', 'AC093722.1_tpm_unstranded', 'AC093895.1_tpm_unstranded', 'AL691482.3_tpm_unstranded', 'AC097518.1_tpm_unstranded', 'AC112198.2_tpm_unstranded', 'AC094108.1_tpm_unstranded', 'AC008549.2_tpm_unstranded', 'AC093599.1_tpm_unstranded', 'AC010486.2_tpm_unstranded', 'AC004672.1_tpm_unstranded', 'CLMAT3_tpm_unstranded', 'AC092674.1_tpm_unstranded', 'AC009567.1_tpm_unstranded', 'AC008771.1_tpm_unstranded', 'AC074124.1_tpm_unstranded', 'AC093810.1_tpm_unstranded', 'FAM138D_tpm_unstranded', 'MAST4-IT1_tpm_unstranded', 'AC109492.1_tpm_unstranded', 'LINC02496_tpm_unstranded', 'LINC01033_tpm_unstranded', 'EGFLAM-AS3_tpm_unstranded', 'WSPAR_tpm_unstranded', 'C5orf66-AS1_tpm_unstranded', 'AC027627.1_tpm_unstranded', 'AC035140.1_tpm_unstranded', 'AC051649.1_tpm_unstranded', 'ZNF436-AS1_tpm_unstranded', 'AC093903.1_tpm_unstranded', 'AC007834.1_tpm_unstranded', 'LINC02362_tpm_unstranded', 'AC025475.1_tpm_unstranded', 'AC008885.2_tpm_unstranded', 'AC034223.1_tpm_unstranded', 'AC097537.1_tpm_unstranded', 'AC140125.2_tpm_unstranded', 'AC108517.1_tpm_unstranded', 'AC112196.1_tpm_unstranded', 'AC022447.5_tpm_unstranded', 'IRX4-AS1_tpm_unstranded', 'AC105389.1_tpm_unstranded', 'AC093821.1_tpm_unstranded', 'LINC02215_tpm_unstranded', 'PSD2-AS1_tpm_unstranded', 'LINC02517_tpm_unstranded', 'AC010267.1_tpm_unstranded', 'LNCPRESS2_tpm_unstranded', 'AC026414.1_tpm_unstranded', 'AC091965.1_tpm_unstranded', 'LINC02213_tpm_unstranded', 'AL121809.1_tpm_unstranded', 'AC092336.1_tpm_unstranded', 'SEMA6A-AS2_tpm_unstranded', 'AC026780.1_tpm_unstranded', 'AC021192.1_tpm_unstranded', 'LINC01093_tpm_unstranded', 'AC106744.1_tpm_unstranded', 'AC008534.1_tpm_unstranded', 'AC020900.1_tpm_unstranded', 'AC107074.1_tpm_unstranded', 'AC140125.3_tpm_unstranded', 'TMEM132D-AS1_tpm_unstranded', 'AC106822.1_tpm_unstranded', 'AC026785.3_tpm_unstranded', 'CTD-3080P12.3_tpm_unstranded', 'LINC02224_tpm_unstranded', 'AC079921.1_tpm_unstranded', 'AC105389.2_tpm_unstranded', 'AC108199.1_tpm_unstranded', 'AC117460.1_tpm_unstranded', 'AC068944.1_tpm_unstranded', 'CASC16_tpm_unstranded', 'AC108063.1_tpm_unstranded', 'AC008892.1_tpm_unstranded', 'LINC02265_tpm_unstranded', 'AC010226.1_tpm_unstranded', 'C1QTNF7-AS1_tpm_unstranded', 'AC079193.2_tpm_unstranded', 'AC109464.2_tpm_unstranded', 'LINC00939_tpm_unstranded', 'AC093909.2_tpm_unstranded', 'AC093817.1_tpm_unstranded', 'AC104119.1_tpm_unstranded', 'LINC02057_tpm_unstranded', 'AC010181.1_tpm_unstranded', 'AC091868.2_tpm_unstranded', 'AC145146.1_tpm_unstranded', 'LINC02174_tpm_unstranded', 'AC104779.1_tpm_unstranded', 'LINC01411_tpm_unstranded', 'LINC01088_tpm_unstranded', 'AC020703.1_tpm_unstranded', 'APOBEC3B-AS1_tpm_unstranded', 'AC002460.1_tpm_unstranded', 'AC010468.1_tpm_unstranded', 'CTD-2194D22.4_tpm_unstranded', 'AC036214.1_tpm_unstranded', 'AC095060.1_tpm_unstranded', 'LINC02149_tpm_unstranded', 'AC084048.1_tpm_unstranded', 'AC093523.1_tpm_unstranded', 'AC124017.1_tpm_unstranded', 'LINC01333_tpm_unstranded', 'LINC02405_tpm_unstranded', 'LINC01016_tpm_unstranded', 'UGDH-AS1_tpm_unstranded', 'AC114928.1_tpm_unstranded', 'LINC02198_tpm_unstranded', 'AC093274.1_tpm_unstranded', 'LINC02488_tpm_unstranded', 'AC112206.2_tpm_unstranded', 'AC093879.1_tpm_unstranded', 'CASC11_tpm_unstranded', 'LINC01060_tpm_unstranded', 'AL033397.2_tpm_unstranded', 'LINC00500_tpm_unstranded', 'LINC02619_tpm_unstranded', 'LINC02071_tpm_unstranded', 'AC023794.2_tpm_unstranded', 'AC096588.1_tpm_unstranded', 'CASC9_tpm_unstranded', 'LINC02212_tpm_unstranded', 'AC008413.2_tpm_unstranded', 'AC010445.1_tpm_unstranded', 'AC022441.1_tpm_unstranded', 'AC015909.1_tpm_unstranded', 'IL20RB-AS1_tpm_unstranded', 'AC025741.1_tpm_unstranded', 'AC010285.1_tpm_unstranded', 'AC116049.1_tpm_unstranded', 'AC117383.1_tpm_unstranded', 'AC023136.1_tpm_unstranded', 'ADAMTS19-AS1_tpm_unstranded', 'LINC02477_tpm_unstranded', 'AC093206.1_tpm_unstranded', 'AC016598.1_tpm_unstranded', 'LINCR-0003_tpm_unstranded', 'AC110767.1_tpm_unstranded', 'AC021491.1_tpm_unstranded', 'AC092834.1_tpm_unstranded', 'AL731577.2_tpm_unstranded', 'AC092673.1_tpm_unstranded', 'LINC02500_tpm_unstranded', 'AC096711.1_tpm_unstranded', 'LINC01091_tpm_unstranded', 'AC020651.1_tpm_unstranded', 'AC008467.1_tpm_unstranded', 'AC010307.3_tpm_unstranded', 'AC096736.2_tpm_unstranded', 'AC026726.1_tpm_unstranded', 'LINC01470_tpm_unstranded', 'LINC01586_tpm_unstranded', 'LINC02146_tpm_unstranded', 'EGFLAM-AS1_tpm_unstranded', 'AC114956.2_tpm_unstranded', 'AC008629.1_tpm_unstranded', 'LINC02075_tpm_unstranded', 'LINC01179_tpm_unstranded', 'AC006160.1_tpm_unstranded', 'NEUROG2-AS1_tpm_unstranded', 'AC110751.1_tpm_unstranded', 'LINC02113_tpm_unstranded', 'LINC01438_tpm_unstranded', 'LINC02114_tpm_unstranded', 'AC008667.1_tpm_unstranded', 'MIR302CHG_tpm_unstranded', 'LINC01258_tpm_unstranded', 'MCTP1-AS1_tpm_unstranded', 'AC092440.1_tpm_unstranded', 'LINC01234_tpm_unstranded', 'LINC02216_tpm_unstranded', 'PPP2R2B-IT1_tpm_unstranded', 'AC104793.1_tpm_unstranded', 'AC034231.1_tpm_unstranded', 'AC226118.1_tpm_unstranded', 'LINC02225_tpm_unstranded', 'AC010280.3_tpm_unstranded', 'AC139887.2_tpm_unstranded', 'AC011405.1_tpm_unstranded', 'BMPR1B-DT_tpm_unstranded', 'LINC01187_tpm_unstranded', 'AL589765.4_tpm_unstranded', 'AC096564.1_tpm_unstranded', 'AC008652.1_tpm_unstranded', 'AC080188.1_tpm_unstranded', 'ZNF474-AS1_tpm_unstranded', 'LINC02173_tpm_unstranded', 'LINC02503_tpm_unstranded', 'LINC02465_tpm_unstranded', 'AC113349.1_tpm_unstranded', 'PALLD-AS1_tpm_unstranded', 'LINC00942_tpm_unstranded', 'AC005699.1_tpm_unstranded', 'AC109361.1_tpm_unstranded', 'AC008438.1_tpm_unstranded', 'AC027343.1_tpm_unstranded', 'AC022092.1_tpm_unstranded', 'HOXC13-AS_tpm_unstranded', 'AC097521.1_tpm_unstranded', 'C5orf66-AS2_tpm_unstranded', 'AC106772.1_tpm_unstranded', 'AC008434.1_tpm_unstranded', 'AC005823.1_tpm_unstranded', 'AC027338.1_tpm_unstranded', 'LINC01259_tpm_unstranded', 'CARMN_tpm_unstranded', 'NOP14-AS1_tpm_unstranded', 'AC097487.1_tpm_unstranded', 'AC097716.1_tpm_unstranded', 'AC106897.1_tpm_unstranded', 'AC106795.2_tpm_unstranded', 'AC079921.2_tpm_unstranded', 'AC022447.6_tpm_unstranded', 'AC110813.1_tpm_unstranded', 'AC026369.1_tpm_unstranded', 'AC034245.1_tpm_unstranded', 'LINC02261_tpm_unstranded', 'SRD5A3-AS1_tpm_unstranded', 'AC105384.1_tpm_unstranded', 'AC112242.1_tpm_unstranded', 'AP001961.1_tpm_unstranded', 'AC026725.1_tpm_unstranded', 'PARM1-AS1_tpm_unstranded', 'AC025752.1_tpm_unstranded', 'AC079942.1_tpm_unstranded', 'AC097494.1_tpm_unstranded', 'AC126768.2_tpm_unstranded', 'LINC02242_tpm_unstranded', 'AC020980.1_tpm_unstranded', 'AC008691.1_tpm_unstranded', 'OSMR-AS1_tpm_unstranded', 'AC110772.1_tpm_unstranded', 'AC116345.1_tpm_unstranded', 'AC099509.1_tpm_unstranded', 'LINC02374_tpm_unstranded', 'AC112204.2_tpm_unstranded', 'AC108156.1_tpm_unstranded', 'AC084357.2_tpm_unstranded', 'AC108210.1_tpm_unstranded', 'AC026427.1_tpm_unstranded', 'AC124854.1_tpm_unstranded', 'LINC02112_tpm_unstranded', 'AC091953.1_tpm_unstranded', 'LINC02103_tpm_unstranded', 'EAF1-AS1_tpm_unstranded', 'AC113385.1_tpm_unstranded', 'AC092490.1_tpm_unstranded', 'AC008494.2_tpm_unstranded', 'AC117522.2_tpm_unstranded', 'LINC02147_tpm_unstranded', 'AC112178.1_tpm_unstranded', 'AC139720.1_tpm_unstranded', 'AC034229.1_tpm_unstranded', 'LINC01377_tpm_unstranded', 'AC004704.1_tpm_unstranded', 'LINC00964_tpm_unstranded', 'AC097375.2_tpm_unstranded', 'THBS4-AS1_tpm_unstranded', 'LINC02162_tpm_unstranded', 'AC093725.1_tpm_unstranded', 'CCDC37-DT_tpm_unstranded', 'VCAN-AS1_tpm_unstranded', 'AC121154.1_tpm_unstranded', 'AC010486.3_tpm_unstranded', 'LINC02021_tpm_unstranded', 'AC104619.2_tpm_unstranded', 'AC138819.1_tpm_unstranded', 'CDH18-AS1_tpm_unstranded', 'AC116337.3_tpm_unstranded', 'AC027338.2_tpm_unstranded', 'PVT1_tpm_unstranded', 'AC027343.2_tpm_unstranded', 'LINC02742_tpm_unstranded', 'AC136777.1_tpm_unstranded', 'AC005920.2_tpm_unstranded', 'LINC02372_tpm_unstranded', 'AC116616.1_tpm_unstranded', 'AC105924.1_tpm_unstranded', 'AC008696.2_tpm_unstranded', 'LINC02501_tpm_unstranded', 'AC104803.1_tpm_unstranded', 'ARHGEF38-IT1_tpm_unstranded', 'AC093857.1_tpm_unstranded', 'AC024581.1_tpm_unstranded', 'MCPH1-AS1_tpm_unstranded', 'AC025180.1_tpm_unstranded', 'AC121161.2_tpm_unstranded', 'AC006487.1_tpm_unstranded', 'AC119150.1_tpm_unstranded', 'LINC00536_tpm_unstranded', 'AC007663.2_tpm_unstranded', 'AC097467.1_tpm_unstranded', 'AC117500.1_tpm_unstranded', 'LINC02223_tpm_unstranded', 'AC026415.1_tpm_unstranded', 'AC239584.1_tpm_unstranded', 'AC131094.1_tpm_unstranded', 'AC108067.1_tpm_unstranded', 'AC084866.1_tpm_unstranded', 'AC024587.2_tpm_unstranded', 'AC025183.1_tpm_unstranded', 'AC104116.1_tpm_unstranded', 'AC145141.1_tpm_unstranded', 'AC005823.2_tpm_unstranded', 'AC026780.2_tpm_unstranded', 'AC092546.1_tpm_unstranded', 'BFSP2-AS1_tpm_unstranded', 'AC025187.1_tpm_unstranded', 'PPIC-AS1_tpm_unstranded', 'AC106894.1_tpm_unstranded', 'AC027335.1_tpm_unstranded', 'AC087457.1_tpm_unstranded', 'AC079848.1_tpm_unstranded', 'AC018752.1_tpm_unstranded', 'AC122138.1_tpm_unstranded', 'AC011396.2_tpm_unstranded', 'AC022272.1_tpm_unstranded', 'AC008869.1_tpm_unstranded', 'SLC7A11-AS1_tpm_unstranded', 'AC131956.1_tpm_unstranded', 'AC093791.1_tpm_unstranded', 'AC096719.1_tpm_unstranded', 'AC069360.1_tpm_unstranded', 'LINC02514_tpm_unstranded', 'AC106895.1_tpm_unstranded', 'AC106864.1_tpm_unstranded', 'LINC00603_tpm_unstranded', 'AC114316.1_tpm_unstranded', 'LINC01018_tpm_unstranded', 'AC114781.2_tpm_unstranded', 'AC122710.1_tpm_unstranded', 'MAPK10-AS1_tpm_unstranded', 'AC097480.1_tpm_unstranded', 'AC093248.1_tpm_unstranded', 'AC011379.1_tpm_unstranded', 'SH3TC2-DT_tpm_unstranded', 'AP000866.2_tpm_unstranded', 'AC104806.2_tpm_unstranded', 'AC019133.1_tpm_unstranded', 'AC025176.1_tpm_unstranded', 'DNAH10OS_tpm_unstranded', 'AC096576.3_tpm_unstranded', 'NREP-AS1_tpm_unstranded', 'AC007370.1_tpm_unstranded', 'AC106795.3_tpm_unstranded', 'LINC02377_tpm_unstranded', 'PANCR_tpm_unstranded', 'AP002748.2_tpm_unstranded', 'ANKRD33B-AS1_tpm_unstranded', 'CACNA1G-AS1_tpm_unstranded', 'RHOQ-AS1_tpm_unstranded', 'AC122694.1_tpm_unstranded', 'AC016550.3_tpm_unstranded', 'LINC02232_tpm_unstranded', 'AC116563.1_tpm_unstranded', 'LINC02108_tpm_unstranded', 'AC116424.1_tpm_unstranded', 'AC078881.1_tpm_unstranded', 'AC004803.1_tpm_unstranded', 'HOXC-AS2_tpm_unstranded', 'AL049795.2_tpm_unstranded', 'AC093607.1_tpm_unstranded', 'LINC02276_tpm_unstranded', 'AC104664.1_tpm_unstranded', 'AC079349.1_tpm_unstranded', 'AC008957.1_tpm_unstranded', 'LINC02060_tpm_unstranded', 'AC099509.2_tpm_unstranded', 'AC106791.1_tpm_unstranded', 'AC022447.7_tpm_unstranded', 'AC053513.1_tpm_unstranded', 'AC034206.1_tpm_unstranded', 'RASA2-IT1_tpm_unstranded', 'AC122719.2_tpm_unstranded', 'MYLK-AS2_tpm_unstranded', 'AC074344.2_tpm_unstranded', 'AC091180.3_tpm_unstranded', 'LINC02364_tpm_unstranded', 'AC105390.1_tpm_unstranded', 'AC082650.1_tpm_unstranded', 'AC109927.1_tpm_unstranded', 'LINC02199_tpm_unstranded', 'FZD10-AS1_tpm_unstranded', 'ALDH1L1-AS1_tpm_unstranded', 'AC053527.2_tpm_unstranded', 'AC008443.4_tpm_unstranded', 'LINC01216_tpm_unstranded', 'AP002754.1_tpm_unstranded', 'AC025754.1_tpm_unstranded', 'AC010273.3_tpm_unstranded', 'AC008840.1_tpm_unstranded', 'AC105383.1_tpm_unstranded', 'AC094104.1_tpm_unstranded', 'AC110296.1_tpm_unstranded', 'AC010307.4_tpm_unstranded', 'CTD-2350J17.1_tpm_unstranded', 'LINC02430_tpm_unstranded', 'AC108112.1_tpm_unstranded', 'AC008496.2_tpm_unstranded', 'AC019103.1_tpm_unstranded', 'AC113382.2_tpm_unstranded', 'LINC02509_tpm_unstranded', 'LINC01612_tpm_unstranded', 'AC021237.1_tpm_unstranded', 'AC034199.1_tpm_unstranded', 'AC026124.1_tpm_unstranded', 'AC002401.2_tpm_unstranded', 'AC109439.1_tpm_unstranded', 'AC021491.2_tpm_unstranded', 'RDH10-AS1_tpm_unstranded', 'LINC01618_tpm_unstranded', 'LINC02762_tpm_unstranded', 'AC008453.1_tpm_unstranded', 'AC006487.2_tpm_unstranded', 'LINC02229_tpm_unstranded', 'EDIL3-DT_tpm_unstranded', 'AC104596.1_tpm_unstranded', 'MGC32805_tpm_unstranded', 'LINC01340_tpm_unstranded', 'AC093725.2_tpm_unstranded', 'LINC00989_tpm_unstranded', 'PURPL_tpm_unstranded', 'AC095057.2_tpm_unstranded', 'LINC02494_tpm_unstranded', 'LINC02510_tpm_unstranded', 'STK32A-AS1_tpm_unstranded', 'AC105254.1_tpm_unstranded', 'AC113404.1_tpm_unstranded', 'AC069272.1_tpm_unstranded', 'AC108935.1_tpm_unstranded', 'LINC02200_tpm_unstranded', 'AC008808.2_tpm_unstranded', 'AC008592.1_tpm_unstranded', 'AL139353.2_tpm_unstranded', 'AC007370.2_tpm_unstranded', 'AC097501.1_tpm_unstranded', 'AC008525.1_tpm_unstranded', 'AC114296.1_tpm_unstranded', 'AC020659.2_tpm_unstranded', 'AC008871.1_tpm_unstranded', 'AC106772.2_tpm_unstranded', 'LINC02197_tpm_unstranded', 'AP001790.1_tpm_unstranded', 'LINC02502_tpm_unstranded', 'AP006623.1_tpm_unstranded', 'AC109471.1_tpm_unstranded', 'AC109811.1_tpm_unstranded', 'AC008728.1_tpm_unstranded', 'AC010608.1_tpm_unstranded', 'AC112722.1_tpm_unstranded', 'SLC2A9-AS1_tpm_unstranded', 'AC022113.1_tpm_unstranded', 'LINC02116_tpm_unstranded', 'AC093292.1_tpm_unstranded', 'AC106798.1_tpm_unstranded', 'LINC02148_tpm_unstranded', 'AC105914.2_tpm_unstranded', 'FAM242C_tpm_unstranded', 'CLSTN2-AS1_tpm_unstranded', 'LINC02499_tpm_unstranded', 'LINC02161_tpm_unstranded', 'AC025465.3_tpm_unstranded', 'LINC01332_tpm_unstranded', 'LINC02105_tpm_unstranded', 'AC092335.1_tpm_unstranded', 'HOXC-AS1_tpm_unstranded', 'AC008825.1_tpm_unstranded', 'LINC02260_tpm_unstranded', 'PHOX2B-AS1_tpm_unstranded', 'TRIM36-IT1_tpm_unstranded', 'AC010451.1_tpm_unstranded', 'FAM218A_tpm_unstranded', 'LINC02233_tpm_unstranded', 'LINC02145_tpm_unstranded', 'AP004147.1_tpm_unstranded', 'AC007126.1_tpm_unstranded', 'AC093766.1_tpm_unstranded', 'AC093831.1_tpm_unstranded', 'LINC02701_tpm_unstranded', 'AC034213.1_tpm_unstranded', 'AC098798.1_tpm_unstranded', 'LINC02125_tpm_unstranded', 'AP002784.1_tpm_unstranded', 'AC004066.1_tpm_unstranded', 'AC106821.1_tpm_unstranded', 'LINC02121_tpm_unstranded', 'AC021180.1_tpm_unstranded', 'AC104407.1_tpm_unstranded', 'AC092436.3_tpm_unstranded', 'AC110716.1_tpm_unstranded', 'LINC02059_tpm_unstranded', 'AC079160.1_tpm_unstranded', 'LINC01303_tpm_unstranded', 'MIR583HG_tpm_unstranded', 'AC008525.2_tpm_unstranded', 'AC109454.3_tpm_unstranded', 'AC010406.1_tpm_unstranded', 'AC108516.1_tpm_unstranded', 'AC012629.1_tpm_unstranded', 'AC109927.2_tpm_unstranded', 'CTD-2297D10.2_tpm_unstranded', 'SMAD1-AS2_tpm_unstranded', 'AC034232.1_tpm_unstranded', 'LINC01511_tpm_unstranded', 'LINC00604_tpm_unstranded', 'LINC02492_tpm_unstranded', 'AC055733.2_tpm_unstranded', 'AC093689.1_tpm_unstranded', 'ROPN1L-AS1_tpm_unstranded', 'AC093535.1_tpm_unstranded', 'AC068658.1_tpm_unstranded', 'AC098679.1_tpm_unstranded', 'AC010210.1_tpm_unstranded', 'AC005522.1_tpm_unstranded', 'AC008581.1_tpm_unstranded', 'AC012645.1_tpm_unstranded', 'AC021088.1_tpm_unstranded', 'LINC02515_tpm_unstranded', 'AL136360.2_tpm_unstranded', 'AC093909.4_tpm_unstranded', 'AC091435.2_tpm_unstranded', 'LINC02171_tpm_unstranded', 'LINC01182_tpm_unstranded', 'CXXC5-AS1_tpm_unstranded', 'AC083906.3_tpm_unstranded', 'AC111194.2_tpm_unstranded', 'AC097451.1_tpm_unstranded', 'AC097652.1_tpm_unstranded', 'AP001363.1_tpm_unstranded', 'AC073429.1_tpm_unstranded', 'LINC01596_tpm_unstranded', 'LINC02123_tpm_unstranded', 'AC004063.1_tpm_unstranded', 'AC136628.1_tpm_unstranded', 'AL121796.1_tpm_unstranded', 'LINC00491_tpm_unstranded', 'AC009123.1_tpm_unstranded', 'KHDRBS2-OT1_tpm_unstranded', 'AC008667.2_tpm_unstranded', 'AC010387.1_tpm_unstranded', 'AC111000.4_tpm_unstranded', 'AC010343.3_tpm_unstranded', 'AC131182.1_tpm_unstranded', 'AP000892.1_tpm_unstranded', 'AC105343.1_tpm_unstranded', 'AC079340.1_tpm_unstranded', 'LINC02269_tpm_unstranded', 'AC100861.2_tpm_unstranded', 'LINC01017_tpm_unstranded', 'AC016687.2_tpm_unstranded', 'AL391335.1_tpm_unstranded', 'AC096759.2_tpm_unstranded', 'LINC01262_tpm_unstranded', 'AC109361.2_tpm_unstranded', 'LINC02381_tpm_unstranded', 'AC025419.1_tpm_unstranded', 'AC015795.1_tpm_unstranded', 'LINC02436_tpm_unstranded', 'AC093305.1_tpm_unstranded', 'AC025178.1_tpm_unstranded', 'AC138035.2_tpm_unstranded', 'LINC01365_tpm_unstranded', 'AC093730.1_tpm_unstranded', 'AC131956.2_tpm_unstranded', 'AC024022.1_tpm_unstranded', 'SNHG18_tpm_unstranded', 'AC127070.2_tpm_unstranded', 'AC106892.1_tpm_unstranded', 'THOC3-AS1_tpm_unstranded', 'ZBED3-AS1_tpm_unstranded', 'AC027315.1_tpm_unstranded', 'LINC02221_tpm_unstranded', 'LINC02493_tpm_unstranded', 'AC138965.1_tpm_unstranded', 'LINC02111_tpm_unstranded', 'AC108865.1_tpm_unstranded', 'AC074131.1_tpm_unstranded', 'AC091133.3_tpm_unstranded', 'AC137770.1_tpm_unstranded', 'EPHA5-AS1_tpm_unstranded', 'AL161781.2_tpm_unstranded', 'AC139718.2_tpm_unstranded', 'AC114757.1_tpm_unstranded', 'AC105362.1_tpm_unstranded', 'AC022424.1_tpm_unstranded', 'AC010595.1_tpm_unstranded', 'AC095056.1_tpm_unstranded', 'AC010261.1_tpm_unstranded', 'LINC02061_tpm_unstranded', 'AC106872.9_tpm_unstranded', 'LINC01455_tpm_unstranded', 'LINC02208_tpm_unstranded', 'AC098869.2_tpm_unstranded', 'AC125807.2_tpm_unstranded', 'TRIM7-AS1_tpm_unstranded', 'SMAD1-AS1_tpm_unstranded', 'GMDS-DT_tpm_unstranded', 'AC093893.1_tpm_unstranded', 'AC131953.1_tpm_unstranded', 'AC110800.1_tpm_unstranded', 'AC138956.1_tpm_unstranded', 'AC097467.3_tpm_unstranded', 'AC209005.1_tpm_unstranded', 'AL035458.2_tpm_unstranded', 'AC105460.1_tpm_unstranded', 'LINC02063_tpm_unstranded', 'LINC01181_tpm_unstranded', 'LNX1-AS1_tpm_unstranded', 'AC016924.1_tpm_unstranded', 'AC073475.1_tpm_unstranded', 'AC096773.1_tpm_unstranded', 'TRPC7-AS2_tpm_unstranded', 'AC091180.4_tpm_unstranded', 'AC093534.2_tpm_unstranded', 'AC093752.2_tpm_unstranded', 'AC016687.3_tpm_unstranded', 'AC008592.2_tpm_unstranded', 'AC012055.1_tpm_unstranded', 'LINC00492_tpm_unstranded', 'AC025470.2_tpm_unstranded', 'LINC02382_tpm_unstranded', 'AC097658.2_tpm_unstranded', 'AC110772.2_tpm_unstranded', 'LINC02196_tpm_unstranded', 'AC021491.3_tpm_unstranded', 'AC098859.2_tpm_unstranded', 'AC079467.1_tpm_unstranded', 'MARCHF11-AS1_tpm_unstranded', 'LINC02600_tpm_unstranded', 'SNHG21_tpm_unstranded', 'AC098851.1_tpm_unstranded', 'AC139491.3_tpm_unstranded', 'AC020551.1_tpm_unstranded', 'AC005355.1_tpm_unstranded', 'AC136604.2_tpm_unstranded', 'AC244502.1_tpm_unstranded', 'ZFPM2-AS1_tpm_unstranded', 'AC133961.1_tpm_unstranded', 'AC097372.1_tpm_unstranded', 'TMEM108-AS1_tpm_unstranded', 'SLC25A30-AS1_tpm_unstranded', 'HMMR-AS1_tpm_unstranded', 'THAP9-AS1_tpm_unstranded', 'AC114980.1_tpm_unstranded', 'LINC02163_tpm_unstranded', 'LINC01950_tpm_unstranded', 'AC132803.1_tpm_unstranded', 'AC113347.4_tpm_unstranded', 'AC087854.1_tpm_unstranded', 'LINC02480_tpm_unstranded', 'AC024579.1_tpm_unstranded', 'SLC25A48-AS1_tpm_unstranded', 'AC093871.1_tpm_unstranded', 'AC107396.1_tpm_unstranded', 'AC008883.2_tpm_unstranded', 'AC097491.1_tpm_unstranded', 'AC010181.2_tpm_unstranded', 'PRKG2-AS1_tpm_unstranded', 'LINC02512_tpm_unstranded', 'LMNB1-DT_tpm_unstranded', 'HTT-AS_tpm_unstranded', 'AC104126.1_tpm_unstranded', 'AC024132.2_tpm_unstranded', 'AC104663.1_tpm_unstranded', 'AC117473.1_tpm_unstranded', 'AC093281.2_tpm_unstranded', 'AC093866.1_tpm_unstranded', 'AC091860.2_tpm_unstranded', 'AC017007.5_tpm_unstranded', 'AC091173.1_tpm_unstranded', 'WWC2-AS1_tpm_unstranded', 'LINC02506_tpm_unstranded', 'AC025171.3_tpm_unstranded', 'AC094104.2_tpm_unstranded', 'AF117829.1_tpm_unstranded', 'LINC02882_tpm_unstranded', 'AC084871.1_tpm_unstranded', 'MRPS30-DT_tpm_unstranded', 'AP002490.1_tpm_unstranded', 'AC113346.1_tpm_unstranded', 'AL158068.2_tpm_unstranded', 'HOXC-AS3_tpm_unstranded', 'AC025539.1_tpm_unstranded', 'AC020661.1_tpm_unstranded', 'F11-AS1_tpm_unstranded', 'AC025174.1_tpm_unstranded', 'LINC01843_tpm_unstranded', 'AC004052.1_tpm_unstranded', 'AC096741.1_tpm_unstranded', 'UCHL1-AS1_tpm_unstranded', 'GSTCD-AS1_tpm_unstranded', 'AC074254.1_tpm_unstranded', 'TMEM92-AS1_tpm_unstranded', 'LINC02497_tpm_unstranded', 'LINC01861_tpm_unstranded', 'AC025244.1_tpm_unstranded', 'AC105345.2_tpm_unstranded', 'AC010261.2_tpm_unstranded', 'AC010425.1_tpm_unstranded', 'LINC00589_tpm_unstranded', 'AL133330.1_tpm_unstranded', 'AC015631.1_tpm_unstranded', 'AC084866.2_tpm_unstranded', 'AC016598.2_tpm_unstranded', 'AC010420.1_tpm_unstranded', 'LINC00923_tpm_unstranded', 'LINC02270_tpm_unstranded', 'AC012055.2_tpm_unstranded', 'AC025465.4_tpm_unstranded', 'AC106895.2_tpm_unstranded', 'AC103764.1_tpm_unstranded', 'LINC01217_tpm_unstranded', 'LINC01337_tpm_unstranded', 'CNOT10-AS1_tpm_unstranded', 'LINC02714_tpm_unstranded', 'MIR3945HG_tpm_unstranded', 'AC004590.1_tpm_unstranded', 'AC107208.1_tpm_unstranded', 'AC139720.2_tpm_unstranded', 'AC097375.3_tpm_unstranded', 'LINC02358_tpm_unstranded', 'AC010457.1_tpm_unstranded', 'AC004069.1_tpm_unstranded', 'WDFY3-AS1_tpm_unstranded', 'AC098868.1_tpm_unstranded', 'LINC02429_tpm_unstranded', 'AC108727.2_tpm_unstranded', 'LINC02228_tpm_unstranded', 'MAGI2-AS1_tpm_unstranded', 'SMIM15-AS1_tpm_unstranded', 'AC034223.2_tpm_unstranded', 'LINC02272_tpm_unstranded', 'LINC02462_tpm_unstranded', 'ERVH-1_tpm_unstranded', 'AC008574.1_tpm_unstranded', 'AC091885.2_tpm_unstranded', 'AC093835.1_tpm_unstranded', 'LINC02384_tpm_unstranded', 'AC026704.1_tpm_unstranded', 'AP002075.1_tpm_unstranded', 'AC107391.1_tpm_unstranded', 'LINC02214_tpm_unstranded', 'AC104123.1_tpm_unstranded', 'AC011352.3_tpm_unstranded', 'PCAT4_tpm_unstranded', 'LINC02728_tpm_unstranded', 'LINC01386_tpm_unstranded', 'AC024132.3_tpm_unstranded', 'LINC02479_tpm_unstranded', 'LINC02353_tpm_unstranded', 'AC114939.1_tpm_unstranded', 'TEMN3-AS1_tpm_unstranded', 'AC017091.1_tpm_unstranded', 'LINC02475_tpm_unstranded', 'WWC2-AS2_tpm_unstranded', 'AC012625.1_tpm_unstranded', 'LINC02315_tpm_unstranded', 'AC107884.1_tpm_unstranded', 'LINC02236_tpm_unstranded', 'AC091917.3_tpm_unstranded', 'SEMA5A-AS1_tpm_unstranded', 'AC010634.1_tpm_unstranded', 'LINC00499_tpm_unstranded', 'AC034238.3_tpm_unstranded', 'AC079340.2_tpm_unstranded', 'AC099550.1_tpm_unstranded', 'LINC00958_tpm_unstranded', 'LINC02483_tpm_unstranded', 'AC008667.3_tpm_unstranded', 'AC079380.1_tpm_unstranded', 'AC092353.1_tpm_unstranded', 'AC005280.1_tpm_unstranded', 'LINC01301_tpm_unstranded', 'LINC01256_tpm_unstranded', 'AC092542.1_tpm_unstranded', 'AC016571.1_tpm_unstranded', 'AC113615.1_tpm_unstranded', 'AC008592.3_tpm_unstranded', 'AC007106.1_tpm_unstranded', 'AC006296.2_tpm_unstranded', 'AC068898.2_tpm_unstranded', 'AC138956.2_tpm_unstranded', 'AC103879.1_tpm_unstranded', 'AC145285.2_tpm_unstranded', 'AC016556.1_tpm_unstranded', 'AC016576.1_tpm_unstranded', 'AC010451.2_tpm_unstranded', 'LINC02615_tpm_unstranded', 'AC104071.1_tpm_unstranded', 'AC104078.2_tpm_unstranded', 'LINC01094_tpm_unstranded', 'LINC02160_tpm_unstranded', 'AC021151.1_tpm_unstranded', 'AC113391.2_tpm_unstranded', 'AC063919.1_tpm_unstranded', 'RASGRF2-AS1_tpm_unstranded', 'AC025244.2_tpm_unstranded', 'AC092611.1_tpm_unstranded', 'AC113398.2_tpm_unstranded', 'AC139491.4_tpm_unstranded', 'AC013724.1_tpm_unstranded', 'AC097381.2_tpm_unstranded', 'AC091133.4_tpm_unstranded', 'AC016933.1_tpm_unstranded', 'AC106744.2_tpm_unstranded', 'AC115622.1_tpm_unstranded', 'AC093763.1_tpm_unstranded', 'PITPNM2-AS1_tpm_unstranded', 'LINC01099_tpm_unstranded', 'AC010451.3_tpm_unstranded', 'AC022486.1_tpm_unstranded', 'AC096736.3_tpm_unstranded', 'LIX1-AS1_tpm_unstranded', 'AC096734.1_tpm_unstranded', 'LINC02110_tpm_unstranded', 'AC108159.1_tpm_unstranded', 'LINC02435_tpm_unstranded', 'AC097110.1_tpm_unstranded', 'AC091849.2_tpm_unstranded', 'LINC00605_tpm_unstranded', 'AC055717.1_tpm_unstranded', 'LINC02201_tpm_unstranded', 'LINC01957_tpm_unstranded', 'LINC02230_tpm_unstranded', 'AC096711.2_tpm_unstranded', 'AC091887.1_tpm_unstranded', 'MALAT1_tpm_unstranded', 'AC018680.1_tpm_unstranded', 'LINC02106_tpm_unstranded', 'AC099520.1_tpm_unstranded', 'C5orf64-AS1_tpm_unstranded', 'LINC01267_tpm_unstranded', 'AC105460.2_tpm_unstranded', 'LINC02482_tpm_unstranded', 'AC096751.2_tpm_unstranded', 'TET2-AS1_tpm_unstranded', 'AC093916.1_tpm_unstranded', 'AC116345.3_tpm_unstranded', 'AC107223.1_tpm_unstranded', 'AC022441.2_tpm_unstranded', 'AL928654.1_tpm_unstranded', 'LINC01385_tpm_unstranded', 'FAM160A1-DT_tpm_unstranded', 'AC063979.1_tpm_unstranded', 'AC104825.1_tpm_unstranded', 'AC113410.2_tpm_unstranded', 'LINC02508_tpm_unstranded', 'STPG2-AS1_tpm_unstranded', 'AC009487.2_tpm_unstranded', 'LINC02241_tpm_unstranded', 'LINC02172_tpm_unstranded', 'LINC02278_tpm_unstranded', 'LINC01218_tpm_unstranded', 'LINC02754_tpm_unstranded', 'AC098680.1_tpm_unstranded', 'LINC02379_tpm_unstranded', 'AC092535.4_tpm_unstranded', 'AC099499.1_tpm_unstranded', 'AC007036.3_tpm_unstranded', 'AC136475.1_tpm_unstranded', 'AC005920.3_tpm_unstranded', 'ZNF346-IT1_tpm_unstranded', 'AC113346.2_tpm_unstranded', 'AC010260.1_tpm_unstranded', 'SNHG27_tpm_unstranded', 'AC027343.3_tpm_unstranded', 'AC073848.1_tpm_unstranded', 'AC008591.1_tpm_unstranded', 'AC104791.1_tpm_unstranded', 'LINC02507_tpm_unstranded', 'AC009812.1_tpm_unstranded', 'AC105339.2_tpm_unstranded', 'AC009623.1_tpm_unstranded', 'AC004707.1_tpm_unstranded', 'LINC01609_tpm_unstranded', 'AC139497.1_tpm_unstranded', 'AP003548.1_tpm_unstranded', 'AC090198.1_tpm_unstranded', 'AC090993.1_tpm_unstranded', 'AC011410.1_tpm_unstranded', 'AC091114.1_tpm_unstranded', 'AC102945.1_tpm_unstranded', 'AC087672.1_tpm_unstranded', 'AC027698.1_tpm_unstranded', 'AC120042.2_tpm_unstranded', 'AC025366.1_tpm_unstranded', 'AC091182.1_tpm_unstranded', 'AC055854.1_tpm_unstranded', 'AC114550.1_tpm_unstranded', 'AC009630.1_tpm_unstranded', 'AC025437.1_tpm_unstranded', 'LINC00967_tpm_unstranded', 'AC013644.1_tpm_unstranded', 'AC026904.1_tpm_unstranded', 'AC008632.1_tpm_unstranded', 'AC037441.2_tpm_unstranded', 'AC022730.3_tpm_unstranded', 'AC015468.1_tpm_unstranded', 'AC100801.1_tpm_unstranded', 'LINC01605_tpm_unstranded', 'AC026991.1_tpm_unstranded', 'AC109479.1_tpm_unstranded', 'AC023403.1_tpm_unstranded', 'AC090821.2_tpm_unstranded', 'WASHC5-AS1_tpm_unstranded', 'AC124069.1_tpm_unstranded', 'AC108515.1_tpm_unstranded', 'AC037450.1_tpm_unstranded', 'AC008378.1_tpm_unstranded', 'AC009630.2_tpm_unstranded', 'AC104211.1_tpm_unstranded', 'AC138356.3_tpm_unstranded', 'AC084026.1_tpm_unstranded', 'AC011586.1_tpm_unstranded', 'HOXA10-AS_tpm_unstranded', 'AC079054.1_tpm_unstranded', 'AC084082.1_tpm_unstranded', 'AL137009.1_tpm_unstranded', 'AC083841.1_tpm_unstranded', 'AC117834.1_tpm_unstranded', 'LINC02153_tpm_unstranded', 'AC037459.2_tpm_unstranded', 'AC011124.1_tpm_unstranded', 'AC090155.1_tpm_unstranded', 'AC103993.1_tpm_unstranded', 'AC040970.1_tpm_unstranded', 'AC079209.1_tpm_unstranded', 'AC087273.1_tpm_unstranded', 'AP001574.1_tpm_unstranded', 'AC084116.1_tpm_unstranded', 'AC090192.2_tpm_unstranded', 'MIR124-1HG_tpm_unstranded', 'AC111149.1_tpm_unstranded', 'LINC02143_tpm_unstranded', 'AC034114.2_tpm_unstranded', 'AC113423.1_tpm_unstranded', 'AC022784.2_tpm_unstranded', 'AC134043.2_tpm_unstranded', 'AC068228.1_tpm_unstranded', 'AC103726.1_tpm_unstranded', 'AC087664.1_tpm_unstranded', 'AP003354.1_tpm_unstranded', 'AC100860.1_tpm_unstranded', 'DLGAP2-AS1_tpm_unstranded', 'AC008680.1_tpm_unstranded', 'AC090541.1_tpm_unstranded', 'AC068672.1_tpm_unstranded', 'LINC02209_tpm_unstranded', 'AC068880.2_tpm_unstranded', 'AC092819.1_tpm_unstranded', 'AP001330.1_tpm_unstranded', 'AC092828.1_tpm_unstranded', 'AC135166.1_tpm_unstranded', 'AC104012.1_tpm_unstranded', 'AC046195.1_tpm_unstranded', 'AC022217.2_tpm_unstranded', 'AC008627.1_tpm_unstranded', 'LINC01845_tpm_unstranded', 'AC018541.1_tpm_unstranded', 'LINC01606_tpm_unstranded', 'STAU2-AS1_tpm_unstranded', 'AC011676.1_tpm_unstranded', 'AC004080.1_tpm_unstranded', 'LINC01847_tpm_unstranded', 'LINC00293_tpm_unstranded', 'LINC01932_tpm_unstranded', 'AC078906.1_tpm_unstranded', 'MAILR_tpm_unstranded', 'AC099554.1_tpm_unstranded', 'AC104051.1_tpm_unstranded', 'RAD21-AS1_tpm_unstranded', 'AC008662.1_tpm_unstranded', 'AC132219.1_tpm_unstranded', 'AC009884.1_tpm_unstranded', 'AC111149.2_tpm_unstranded', 'AC009623.2_tpm_unstranded', 'AC114550.2_tpm_unstranded', 'AC137579.1_tpm_unstranded', 'AC040934.1_tpm_unstranded', 'AC008514.1_tpm_unstranded', 'LINC01298_tpm_unstranded', 'AC105999.1_tpm_unstranded', 'AP003469.1_tpm_unstranded', 'AC084024.3_tpm_unstranded', 'AC008708.1_tpm_unstranded', 'AC087439.1_tpm_unstranded', 'AC069120.1_tpm_unstranded', 'AC090809.1_tpm_unstranded', 'COPDA1_tpm_unstranded', 'AC022034.3_tpm_unstranded', 'AC016405.1_tpm_unstranded', 'AC021785.1_tpm_unstranded', 'AC023644.1_tpm_unstranded', 'AC012103.1_tpm_unstranded', 'AC068672.2_tpm_unstranded', 'AC090155.2_tpm_unstranded', 'AC087518.1_tpm_unstranded', 'AP003696.1_tpm_unstranded', 'AC124067.1_tpm_unstranded', 'AC113133.1_tpm_unstranded', 'AC104561.1_tpm_unstranded', 'AC119403.1_tpm_unstranded', 'LINC00534_tpm_unstranded', 'AP003469.2_tpm_unstranded', 'AC016868.1_tpm_unstranded', 'AC069113.2_tpm_unstranded', 'AC021733.2_tpm_unstranded', 'AC078852.1_tpm_unstranded', 'AL356133.1_tpm_unstranded', 'AC091944.1_tpm_unstranded', 'AC034243.1_tpm_unstranded', 'EVX1-AS_tpm_unstranded', 'AC012613.2_tpm_unstranded', 'AC087341.1_tpm_unstranded', 'AC083973.1_tpm_unstranded', 'AC124067.2_tpm_unstranded', 'AC023200.1_tpm_unstranded', 'LINC02159_tpm_unstranded', 'AC103853.1_tpm_unstranded', 'AC025437.2_tpm_unstranded', 'AC084116.2_tpm_unstranded', 'LINC01942_tpm_unstranded', 'AC011726.1_tpm_unstranded', 'AC027541.1_tpm_unstranded', 'NCRNA00250_tpm_unstranded', 'LINC02237_tpm_unstranded', 'PCAT1_tpm_unstranded', 'AC245519.1_tpm_unstranded', 'AC027309.1_tpm_unstranded', 'AC113423.2_tpm_unstranded', 'AC025437.3_tpm_unstranded', 'AC124290.1_tpm_unstranded', 'AC022915.1_tpm_unstranded', 'AC136424.1_tpm_unstranded', 'AC091819.1_tpm_unstranded', 'AC016074.1_tpm_unstranded', 'AC012574.1_tpm_unstranded', 'AC044893.1_tpm_unstranded', 'AC103769.1_tpm_unstranded', 'AC091185.1_tpm_unstranded', 'AC012213.1_tpm_unstranded', 'LINC01603_tpm_unstranded', 'AC113145.1_tpm_unstranded', 'AC009930.1_tpm_unstranded', 'LINC02099_tpm_unstranded', 'AC011586.2_tpm_unstranded', 'AF121898.1_tpm_unstranded', 'AC060765.1_tpm_unstranded', 'AC103957.1_tpm_unstranded', 'AC104257.1_tpm_unstranded', 'AC004080.2_tpm_unstranded', 'AC104393.1_tpm_unstranded', 'AC004944.1_tpm_unstranded', 'AC009908.1_tpm_unstranded', 'AC016912.1_tpm_unstranded', 'AC106801.1_tpm_unstranded', 'HPYR1_tpm_unstranded', 'MIR3142HG_tpm_unstranded', 'AC104350.1_tpm_unstranded', 'AC124290.2_tpm_unstranded', 'AC090802.1_tpm_unstranded', 'AC008601.1_tpm_unstranded', 'AC084116.3_tpm_unstranded', 'AC107909.1_tpm_unstranded', 'AC120193.1_tpm_unstranded', 'AC008662.2_tpm_unstranded', 'AC018442.2_tpm_unstranded', 'CA3-AS1_tpm_unstranded', 'AC021915.1_tpm_unstranded', 'HOXA-AS2_tpm_unstranded', 'AC090578.1_tpm_unstranded', 'LINC01414_tpm_unstranded', 'AC100849.1_tpm_unstranded', 'OSGEPL1-AS1_tpm_unstranded', 'AC133634.1_tpm_unstranded', 'AC107909.2_tpm_unstranded', 'NKX2-1-AS1_tpm_unstranded', 'AC025871.1_tpm_unstranded', 'AC108482.1_tpm_unstranded', 'AC024382.1_tpm_unstranded', 'AC021744.1_tpm_unstranded', 'AF181450.1_tpm_unstranded', 'AC117834.2_tpm_unstranded', 'AC090579.1_tpm_unstranded', 'AC018953.1_tpm_unstranded', 'AC091987.1_tpm_unstranded', 'AP003351.1_tpm_unstranded', 'AC067817.1_tpm_unstranded', 'KCNIP1-AS1_tpm_unstranded', 'AC110741.1_tpm_unstranded', 'LINC01300_tpm_unstranded', 'AC103952.1_tpm_unstranded', 'CERNA3_tpm_unstranded', 'AC131254.2_tpm_unstranded', 'AC104316.1_tpm_unstranded', 'AC022915.2_tpm_unstranded', 'AC008572.1_tpm_unstranded', 'AC025674.2_tpm_unstranded', 'AC107959.3_tpm_unstranded', 'GRPEL2-AS1_tpm_unstranded', 'AC068413.1_tpm_unstranded', 'AC027419.2_tpm_unstranded', 'AC105180.1_tpm_unstranded', 'AC110011.1_tpm_unstranded', 'AP000426.1_tpm_unstranded', 'AC084026.2_tpm_unstranded', 'AP002852.1_tpm_unstranded', 'AC091096.1_tpm_unstranded', 'AC022893.1_tpm_unstranded', 'LINCR-0001_tpm_unstranded', 'AF279873.3_tpm_unstranded', 'AC024958.1_tpm_unstranded', 'LINC02845_tpm_unstranded', 'AC108863.1_tpm_unstranded', 'KCNIP1-OT1_tpm_unstranded', 'AC018437.2_tpm_unstranded', 'AC136628.4_tpm_unstranded', 'AC009185.1_tpm_unstranded', 'AC090987.1_tpm_unstranded', 'LINC01592_tpm_unstranded', 'AC138646.1_tpm_unstranded', 'AC008464.1_tpm_unstranded', 'ZFHX4-AS1_tpm_unstranded', 'AC012413.1_tpm_unstranded', 'LINC02866_tpm_unstranded', 'AP000424.1_tpm_unstranded', 'GASAL1_tpm_unstranded', 'AC027117.1_tpm_unstranded', 'AC105177.1_tpm_unstranded', 'AC025437.4_tpm_unstranded', 'AC023194.3_tpm_unstranded', 'AC104964.1_tpm_unstranded', 'LINC02844_tpm_unstranded', 'AC013509.1_tpm_unstranded', 'AC022695.2_tpm_unstranded', 'LINC01484_tpm_unstranded', 'AC008456.1_tpm_unstranded', 'AC026904.2_tpm_unstranded', 'AC021678.2_tpm_unstranded', 'AC008415.1_tpm_unstranded', 'AC011008.1_tpm_unstranded', 'KBTBD11-OT1_tpm_unstranded', 'AC136601.1_tpm_unstranded', 'AC084128.1_tpm_unstranded', 'LINC02847_tpm_unstranded', 'AC023632.2_tpm_unstranded', 'AC011632.1_tpm_unstranded', 'AC026979.1_tpm_unstranded', 'AC023866.1_tpm_unstranded', 'LINC02886_tpm_unstranded', 'AC091819.2_tpm_unstranded', 'AC083841.2_tpm_unstranded', 'MINCR_tpm_unstranded', 'AP005357.1_tpm_unstranded', 'AC022973.3_tpm_unstranded', 'AC010834.1_tpm_unstranded', 'AC013562.1_tpm_unstranded', 'AC083841.3_tpm_unstranded', 'AC015909.2_tpm_unstranded', 'LZTS1-AS1_tpm_unstranded', 'LINC01289_tpm_unstranded', 'AC021736.1_tpm_unstranded', 'AC022217.3_tpm_unstranded', 'AP003469.3_tpm_unstranded', 'OTUD6B-AS1_tpm_unstranded', 'AP001205.1_tpm_unstranded', 'LNCOC1_tpm_unstranded', 'AC025442.1_tpm_unstranded', 'AC091163.1_tpm_unstranded', 'AC091182.2_tpm_unstranded', 'AC022695.3_tpm_unstranded', 'AC087620.1_tpm_unstranded', 'AC069133.1_tpm_unstranded', 'AC019257.1_tpm_unstranded', 'AC091946.1_tpm_unstranded', 'AC008663.1_tpm_unstranded', 'C8orf37-AS1_tpm_unstranded', 'AC114550.3_tpm_unstranded', 'AC100802.1_tpm_unstranded', 'AC099520.2_tpm_unstranded', 'AC090572.2_tpm_unstranded', 'AC091163.2_tpm_unstranded', 'AC100807.2_tpm_unstranded', 'AC090735.1_tpm_unstranded', 'LINC02219_tpm_unstranded', 'AC025437.5_tpm_unstranded', 'AC104248.1_tpm_unstranded', 'LINC01030_tpm_unstranded', 'SIRLNT_tpm_unstranded', 'AC245164.1_tpm_unstranded', 'AC108002.1_tpm_unstranded', 'LINC01170_tpm_unstranded', 'AL160262.1_tpm_unstranded', 'AC136424.2_tpm_unstranded', 'LINC01151_tpm_unstranded', 'AC090796.1_tpm_unstranded', 'AP003472.1_tpm_unstranded', 'AC097173.2_tpm_unstranded', 'AC067817.2_tpm_unstranded', 'AC107373.1_tpm_unstranded', 'AC025524.1_tpm_unstranded', 'AC105031.2_tpm_unstranded', 'AC090197.1_tpm_unstranded', 'AC007991.2_tpm_unstranded', 'AP003472.2_tpm_unstranded', 'AC064807.2_tpm_unstranded', 'AC010834.2_tpm_unstranded', 'AC090539.1_tpm_unstranded', 'AC025370.1_tpm_unstranded', 'AC011383.1_tpm_unstranded', 'AC246817.1_tpm_unstranded', 'AC010834.3_tpm_unstranded', 'AC245187.1_tpm_unstranded', 'AC022679.1_tpm_unstranded', 'AC008619.1_tpm_unstranded', 'AC018616.1_tpm_unstranded', 'AC131025.1_tpm_unstranded', 'FER1L6-AS2_tpm_unstranded', 'AC068075.1_tpm_unstranded', 'AC083836.1_tpm_unstranded', 'AC013643.2_tpm_unstranded', 'LINC01608_tpm_unstranded', 'AC087752.3_tpm_unstranded', 'AC087664.2_tpm_unstranded', 'AC009435.1_tpm_unstranded', 'AC022784.3_tpm_unstranded', 'AC090150.1_tpm_unstranded', 'AC023202.1_tpm_unstranded', 'AC022915.3_tpm_unstranded', 'FAM85B_tpm_unstranded', 'AC011124.2_tpm_unstranded', 'AC144568.2_tpm_unstranded', 'LINC01419_tpm_unstranded', 'AC103409.1_tpm_unstranded', 'AC090150.2_tpm_unstranded', 'AP003467.1_tpm_unstranded', 'AC226119.1_tpm_unstranded', 'AC091982.1_tpm_unstranded', 'AC103831.1_tpm_unstranded', 'AC011369.1_tpm_unstranded', 'AC011257.1_tpm_unstranded', 'AC002428.1_tpm_unstranded', 'TNFRSF10A-AS1_tpm_unstranded', 'AC105118.1_tpm_unstranded', 'AC019270.1_tpm_unstranded', 'AC007991.3_tpm_unstranded', 'AC027117.2_tpm_unstranded', 'AC008705.2_tpm_unstranded', 'VPS13B-DT_tpm_unstranded', 'AC022634.2_tpm_unstranded', 'AC008663.2_tpm_unstranded', 'AC073023.1_tpm_unstranded', 'LINC01863_tpm_unstranded', 'AC016885.1_tpm_unstranded', 'AC009563.1_tpm_unstranded', 'AC008438.2_tpm_unstranded', 'AC022730.4_tpm_unstranded', 'AC016573.1_tpm_unstranded', 'MAL2-AS1_tpm_unstranded', 'AC079296.1_tpm_unstranded', 'NRG1-IT1_tpm_unstranded', 'AC022679.2_tpm_unstranded', 'CTB-178M22.2_tpm_unstranded', 'AC109479.3_tpm_unstranded', 'AC010609.1_tpm_unstranded', 'AC100810.1_tpm_unstranded', 'AC087627.1_tpm_unstranded', 'AC145141.2_tpm_unstranded', 'AC104561.3_tpm_unstranded', 'AC079015.1_tpm_unstranded', 'AC103726.2_tpm_unstranded', 'AC090753.1_tpm_unstranded', 'AC084706.1_tpm_unstranded', 'AC012574.2_tpm_unstranded', 'SRI-AS1_tpm_unstranded', 'AC104232.1_tpm_unstranded', 'AC084768.1_tpm_unstranded', 'LINC00051_tpm_unstranded', 'AC011333.1_tpm_unstranded', 'AC011676.2_tpm_unstranded', 'AC104211.2_tpm_unstranded', 'AC027031.1_tpm_unstranded', 'AP001207.3_tpm_unstranded', 'AC015468.2_tpm_unstranded', 'AC009902.2_tpm_unstranded', 'AC083843.1_tpm_unstranded', 'AC022858.1_tpm_unstranded', 'AC087855.1_tpm_unstranded', 'INTS9-AS1_tpm_unstranded', 'AC104117.3_tpm_unstranded', 'AC092818.1_tpm_unstranded', 'AC027801.4_tpm_unstranded', 'AC103719.1_tpm_unstranded', 'AC021546.1_tpm_unstranded', 'SLIT3-AS2_tpm_unstranded', 'AC011632.2_tpm_unstranded', 'AC034154.1_tpm_unstranded', 'AC105150.1_tpm_unstranded', 'NRG1-IT3_tpm_unstranded', 'AC018861.2_tpm_unstranded', 'AC087273.2_tpm_unstranded', 'AC009597.1_tpm_unstranded', 'AC084346.1_tpm_unstranded', 'AC022778.1_tpm_unstranded', 'AC105206.2_tpm_unstranded', 'LINC01938_tpm_unstranded', 'AC115837.1_tpm_unstranded', 'LINC01299_tpm_unstranded', 'LINC01591_tpm_unstranded', 'AP001208.1_tpm_unstranded', 'AC131254.3_tpm_unstranded', 'AC016885.2_tpm_unstranded', 'AC021613.1_tpm_unstranded', 'AC078852.2_tpm_unstranded', 'AC068672.3_tpm_unstranded', 'AC005740.3_tpm_unstranded', 'LINC02055_tpm_unstranded', 'AC090136.3_tpm_unstranded', 'LINC01848_tpm_unstranded', 'RBPMS-AS1_tpm_unstranded', 'AC124067.3_tpm_unstranded', 'AC090193.1_tpm_unstranded', 'AC090572.3_tpm_unstranded', 'LINC02842_tpm_unstranded', 'LINC02155_tpm_unstranded', 'LINC02839_tpm_unstranded', 'AC108449.1_tpm_unstranded', 'LINC01947_tpm_unstranded', 'AC091939.1_tpm_unstranded', 'AC064807.3_tpm_unstranded', 'AC113386.1_tpm_unstranded', 'AC104051.2_tpm_unstranded', 'AC103853.2_tpm_unstranded', 'AC022733.1_tpm_unstranded', 'AC103957.2_tpm_unstranded', 'CRYZL2P-SEC16B_tpm_unstranded', 'AC110288.1_tpm_unstranded', 'AC009812.3_tpm_unstranded', 'AC025434.1_tpm_unstranded', 'AC008663.3_tpm_unstranded', 'AC090739.1_tpm_unstranded', 'CASC19_tpm_unstranded', 'AC114321.1_tpm_unstranded', 'AC079209.2_tpm_unstranded', 'AC090103.1_tpm_unstranded', 'AC004083.1_tpm_unstranded', 'AC113414.1_tpm_unstranded', 'AC008708.2_tpm_unstranded', 'AC011365.1_tpm_unstranded', 'AF279873.4_tpm_unstranded', 'AC011676.3_tpm_unstranded', 'AC068880.3_tpm_unstranded', 'AC015522.1_tpm_unstranded', 'AC022034.4_tpm_unstranded', 'AC009686.1_tpm_unstranded', 'AC100797.1_tpm_unstranded', 'AC011773.1_tpm_unstranded', 'LINC02855_tpm_unstranded', 'LINC01485_tpm_unstranded', 'AC087439.2_tpm_unstranded', 'AC023866.2_tpm_unstranded', 'AP003465.1_tpm_unstranded', 'LINC01933_tpm_unstranded', 'AC024681.2_tpm_unstranded', 'AC037459.3_tpm_unstranded', 'AC103760.1_tpm_unstranded', 'LINC02365_tpm_unstranded', 'AP003550.1_tpm_unstranded', 'AC021242.2_tpm_unstranded', 'AC100782.1_tpm_unstranded', 'AC002428.2_tpm_unstranded', 'AC100849.2_tpm_unstranded', 'AC011377.1_tpm_unstranded', 'AC068189.1_tpm_unstranded', 'AC100871.2_tpm_unstranded', 'AC103770.1_tpm_unstranded', 'AC012349.1_tpm_unstranded', 'AC087354.1_tpm_unstranded', 'AC015468.3_tpm_unstranded', 'AL451137.2_tpm_unstranded', 'AC022973.4_tpm_unstranded', 'PKIA-AS1_tpm_unstranded', 'ANK3-DT_tpm_unstranded', 'LINC00824_tpm_unstranded', 'AC009446.1_tpm_unstranded', 'AC107953.2_tpm_unstranded', 'AC007991.4_tpm_unstranded', 'AC087672.2_tpm_unstranded', 'AC124067.4_tpm_unstranded', 'AC011676.4_tpm_unstranded', 'AC026688.2_tpm_unstranded', 'AC008429.3_tpm_unstranded', 'AC091820.1_tpm_unstranded', 'AC008641.1_tpm_unstranded', 'LINC01944_tpm_unstranded', 'LINC01111_tpm_unstranded', 'AC087855.2_tpm_unstranded', 'AC037486.1_tpm_unstranded', 'AC137579.2_tpm_unstranded', 'AP003692.1_tpm_unstranded', 'AC021915.2_tpm_unstranded', 'AC023632.5_tpm_unstranded', 'AC022973.5_tpm_unstranded', 'AC246817.2_tpm_unstranded', 'AC016813.1_tpm_unstranded', 'AC018607.1_tpm_unstranded', 'AC104232.2_tpm_unstranded', 'NDST1-AS1_tpm_unstranded', 'AC021355.1_tpm_unstranded', 'AC083967.1_tpm_unstranded', 'MAFA-AS1_tpm_unstranded', 'AC064802.1_tpm_unstranded', 'AC022784.5_tpm_unstranded', 'AC091563.1_tpm_unstranded', 'LINC01288_tpm_unstranded', 'AC011131.1_tpm_unstranded', 'MIR2052HG_tpm_unstranded', 'AC091979.1_tpm_unstranded', 'AC090200.1_tpm_unstranded', 'AC046195.2_tpm_unstranded', 'AC011726.2_tpm_unstranded', 'AC011379.2_tpm_unstranded', 'AP000424.2_tpm_unstranded', 'AC091820.2_tpm_unstranded', 'AC062004.1_tpm_unstranded', 'AC087269.1_tpm_unstranded', 'HOXA-AS3_tpm_unstranded', 'AC025871.2_tpm_unstranded', 'AC040914.1_tpm_unstranded', 'MIR124-2HG_tpm_unstranded', 'AC084734.1_tpm_unstranded', 'AC048387.1_tpm_unstranded', 'RHPN1-AS1_tpm_unstranded', 'AC011363.1_tpm_unstranded', 'AC060765.2_tpm_unstranded', 'AL355432.1_tpm_unstranded', 'AC132192.1_tpm_unstranded', 'AC091564.2_tpm_unstranded', 'LINC02752_tpm_unstranded', 'AP003306.1_tpm_unstranded', 'AC087521.3_tpm_unstranded', 'LINC02732_tpm_unstranded', 'LINC02584_tpm_unstranded', 'SPON1-AS1_tpm_unstranded', 'AL139349.1_tpm_unstranded', 'AP003086.1_tpm_unstranded', 'AP000942.2_tpm_unstranded', 'LINC02696_tpm_unstranded', 'AP003392.1_tpm_unstranded', 'AP001972.1_tpm_unstranded', 'AC084083.1_tpm_unstranded', 'AC113143.1_tpm_unstranded', 'AP001001.1_tpm_unstranded', 'AP006295.1_tpm_unstranded', 'LINC02683_tpm_unstranded', 'AC068733.1_tpm_unstranded', 'AC022762.1_tpm_unstranded', 'OR7E11P_tpm_unstranded', 'ALG9-IT1_tpm_unstranded', 'CAPS2-AS1_tpm_unstranded', 'AP001107.2_tpm_unstranded', 'NAV2-AS2_tpm_unstranded', 'LINC02699_tpm_unstranded', 'AP001107.3_tpm_unstranded', 'AP002812.2_tpm_unstranded', 'AP002815.1_tpm_unstranded', 'AP001107.4_tpm_unstranded', 'AP002765.1_tpm_unstranded', 'AC069287.1_tpm_unstranded', 'AL354920.1_tpm_unstranded', 'AP000640.1_tpm_unstranded', 'LINC02749_tpm_unstranded', 'AP002336.1_tpm_unstranded', 'AC026191.1_tpm_unstranded', 'LINC02547_tpm_unstranded', 'AC007876.1_tpm_unstranded', 'MPPED2-AS1_tpm_unstranded', 'AP000487.2_tpm_unstranded', 'AC103681.1_tpm_unstranded', 'AC002056.2_tpm_unstranded', 'AP003068.1_tpm_unstranded', 'FBXO3-DT_tpm_unstranded', 'AP001107.5_tpm_unstranded', 'AP002802.1_tpm_unstranded', 'AC103855.1_tpm_unstranded', 'LINC02760_tpm_unstranded', 'LINC02750_tpm_unstranded', 'AC044839.1_tpm_unstranded', 'AC090791.1_tpm_unstranded', 'AP000757.1_tpm_unstranded', 'LINC02755_tpm_unstranded', 'FLJ20021_tpm_unstranded', 'AL358944.1_tpm_unstranded', 'AF186192.1_tpm_unstranded', 'AC027018.1_tpm_unstranded', 'AC239804.1_tpm_unstranded', 'AC040936.1_tpm_unstranded', 'NAV2-AS3_tpm_unstranded', 'AL354919.2_tpm_unstranded', 'AC105219.1_tpm_unstranded', 'AP000873.3_tpm_unstranded', 'XIRP2-AS1_tpm_unstranded', 'AC080023.1_tpm_unstranded', 'AF131215.2_tpm_unstranded', 'AC091047.1_tpm_unstranded', 'AC069287.2_tpm_unstranded', 'BBOX1-AS1_tpm_unstranded', 'AP003393.1_tpm_unstranded', 'LINC01493_tpm_unstranded', 'AP002768.1_tpm_unstranded', 'AC087277.1_tpm_unstranded', 'AP003501.1_tpm_unstranded', 'AL358937.1_tpm_unstranded', 'AP004550.1_tpm_unstranded', 'AC105219.2_tpm_unstranded', 'AC022039.1_tpm_unstranded', 'AC087276.1_tpm_unstranded', 'AC084125.1_tpm_unstranded', 'LINC02719_tpm_unstranded', 'AL035078.1_tpm_unstranded', 'AC124301.1_tpm_unstranded', 'AP003066.1_tpm_unstranded', 'ETS1-AS1_tpm_unstranded', 'AC123788.1_tpm_unstranded', 'LINC02686_tpm_unstranded', 'AP003715.1_tpm_unstranded', 'AP000662.1_tpm_unstranded', 'AP002336.2_tpm_unstranded', 'AP003555.1_tpm_unstranded', 'AC013714.1_tpm_unstranded', 'AP001783.1_tpm_unstranded', 'AP003068.2_tpm_unstranded', 'AC027031.2_tpm_unstranded', 'AC113192.1_tpm_unstranded', 'AL050327.1_tpm_unstranded', 'NAV2-AS4_tpm_unstranded', 'AF233439.1_tpm_unstranded', 'AP003100.1_tpm_unstranded', 'AL035078.2_tpm_unstranded', 'AP001922.2_tpm_unstranded', 'AP001372.1_tpm_unstranded', 'AP003119.1_tpm_unstranded', 'WAC-AS1_tpm_unstranded', 'AP002884.1_tpm_unstranded', 'AC116021.1_tpm_unstranded', 'AC091564.3_tpm_unstranded', 'AC087379.1_tpm_unstranded', 'AP000911.1_tpm_unstranded', 'AP003086.2_tpm_unstranded', 'AC018716.1_tpm_unstranded', 'AC024475.1_tpm_unstranded', 'LINC02685_tpm_unstranded', 'LINC02715_tpm_unstranded', 'LINC02682_tpm_unstranded', 'AP000781.1_tpm_unstranded', 'AC103681.2_tpm_unstranded', 'AC091053.1_tpm_unstranded', 'AL135934.1_tpm_unstranded', 'RASSF10-DT_tpm_unstranded', 'AP003032.1_tpm_unstranded', 'AP000873.4_tpm_unstranded', 'AC079329.1_tpm_unstranded', 'AP002387.1_tpm_unstranded', 'AL138812.1_tpm_unstranded', 'AC009646.2_tpm_unstranded', 'AC013549.3_tpm_unstranded', 'LINC02235_tpm_unstranded', 'AC233992.1_tpm_unstranded', 'AP002812.3_tpm_unstranded', 'AC010768.1_tpm_unstranded', 'AP001893.1_tpm_unstranded', 'AC087379.2_tpm_unstranded', 'AP000893.2_tpm_unstranded', 'LINC02695_tpm_unstranded', 'SENCR_tpm_unstranded', 'AP000722.1_tpm_unstranded', 'AC104237.1_tpm_unstranded', 'AP001970.1_tpm_unstranded', 'AL157756.1_tpm_unstranded', 'AP000879.1_tpm_unstranded', 'AP003059.1_tpm_unstranded', 'AP001831.1_tpm_unstranded', 'AC107973.1_tpm_unstranded', 'AC137894.1_tpm_unstranded', 'AP003396.3_tpm_unstranded', 'AC067930.1_tpm_unstranded', 'AC084855.1_tpm_unstranded', 'AC103855.2_tpm_unstranded', 'AC022690.2_tpm_unstranded', 'AC013799.1_tpm_unstranded', 'AP001107.6_tpm_unstranded', 'AC127526.1_tpm_unstranded', 'AC008750.1_tpm_unstranded', 'AP001107.7_tpm_unstranded', 'AC104009.1_tpm_unstranded', 'AC021393.1_tpm_unstranded', 'AC022182.1_tpm_unstranded', 'AP001825.1_tpm_unstranded', 'AC073172.1_tpm_unstranded', 'AP000842.1_tpm_unstranded', 'FAR1-IT1_tpm_unstranded', 'AC022182.2_tpm_unstranded', 'AP006437.1_tpm_unstranded', 'AP001189.3_tpm_unstranded', 'AC067930.2_tpm_unstranded', 'AC123777.1_tpm_unstranded', 'AP003031.1_tpm_unstranded', 'LMNTD2-AS1_tpm_unstranded', 'ANO3-AS1_tpm_unstranded', 'AC107882.1_tpm_unstranded', 'AL136309.3_tpm_unstranded', 'AC023442.2_tpm_unstranded', 'LINC02727_tpm_unstranded', 'AP001922.3_tpm_unstranded', 'AP003032.2_tpm_unstranded', 'AP002428.1_tpm_unstranded', 'AP001893.3_tpm_unstranded', 'RNF185-AS1_tpm_unstranded', 'AL035078.3_tpm_unstranded', 'AP001372.2_tpm_unstranded', 'AF131215.3_tpm_unstranded', 'LINC02551_tpm_unstranded', 'AP000757.2_tpm_unstranded', 'AL355075.1_tpm_unstranded', 'AC009806.1_tpm_unstranded', 'AP003390.1_tpm_unstranded', 'AP001107.8_tpm_unstranded', 'AC067930.3_tpm_unstranded', 'TMEM9B-AS1_tpm_unstranded', 'AC100768.1_tpm_unstranded', 'LGR4-AS1_tpm_unstranded', 'LINC02744_tpm_unstranded', 'AC107884.2_tpm_unstranded', 'AC100763.1_tpm_unstranded', 'LINC02688_tpm_unstranded', 'AP001267.1_tpm_unstranded', 'AP003171.1_tpm_unstranded', 'SUGT1P4-STRA6LP_tpm_unstranded', 'AC103794.1_tpm_unstranded', 'PTPRJ-AS1_tpm_unstranded', 'PKNOX2-AS1_tpm_unstranded', 'AP001547.1_tpm_unstranded', 'AC010247.1_tpm_unstranded', 'NAV2-AS1_tpm_unstranded', 'OPCML-IT1_tpm_unstranded', 'AC087362.1_tpm_unstranded', 'AC091053.2_tpm_unstranded', 'ANO1-AS1_tpm_unstranded', 'AP001318.1_tpm_unstranded', 'AC090707.1_tpm_unstranded', 'AC087276.2_tpm_unstranded', 'AC136475.2_tpm_unstranded', 'SCARNA9_tpm_unstranded', 'AC239802.1_tpm_unstranded', 'AC090692.1_tpm_unstranded', 'AC116456.1_tpm_unstranded', 'AC027779.1_tpm_unstranded', 'AP001372.3_tpm_unstranded', 'AL591684.2_tpm_unstranded', 'LINC02545_tpm_unstranded', 'AP001007.1_tpm_unstranded', 'AP000785.1_tpm_unstranded', 'LINC00678_tpm_unstranded', 'AF131215.4_tpm_unstranded', 'AP002833.1_tpm_unstranded', 'AL355310.3_tpm_unstranded', 'AP003501.2_tpm_unstranded', 'LINC02751_tpm_unstranded', 'AC044810.2_tpm_unstranded', 'LINC02705_tpm_unstranded', 'KIRREL3-AS2_tpm_unstranded', 'AP001972.2_tpm_unstranded', 'AP001458.1_tpm_unstranded', 'AC103974.1_tpm_unstranded', 'LINC02763_tpm_unstranded', 'AP003122.2_tpm_unstranded', 'AP003498.1_tpm_unstranded', 'AC105219.3_tpm_unstranded', 'AP001189.4_tpm_unstranded', 'AP002008.1_tpm_unstranded', 'AC025300.1_tpm_unstranded', 'RSF1-IT2_tpm_unstranded', 'AP002989.1_tpm_unstranded', 'AP002498.1_tpm_unstranded', 'AP001999.1_tpm_unstranded', 'AP001781.1_tpm_unstranded', 'AC124276.1_tpm_unstranded', 'LINC02324_tpm_unstranded', 'SLC1A2-AS1_tpm_unstranded', 'AP003128.1_tpm_unstranded', 'LINC02489_tpm_unstranded', 'LINC02739_tpm_unstranded', 'AP000755.1_tpm_unstranded', 'AF131216.3_tpm_unstranded', 'AC093496.1_tpm_unstranded', 'AC136475.3_tpm_unstranded', 'AP000842.2_tpm_unstranded', 'AP003049.2_tpm_unstranded', 'AC110058.1_tpm_unstranded', 'AP002807.1_tpm_unstranded', 'TSPAN18-AS1_tpm_unstranded', 'STRA6LP_tpm_unstranded', 'AP006287.2_tpm_unstranded', 'LINC02553_tpm_unstranded', 'AC103855.3_tpm_unstranded', 'NAV2-AS5_tpm_unstranded', 'AP000866.5_tpm_unstranded', 'AC069185.1_tpm_unstranded', 'AC067930.4_tpm_unstranded', 'FAM66D_tpm_unstranded', 'AC009656.1_tpm_unstranded', 'AP001318.2_tpm_unstranded', 'AC013549.4_tpm_unstranded', 'AC084838.1_tpm_unstranded', 'LINC02704_tpm_unstranded', 'AP003168.2_tpm_unstranded', 'GRM5-AS1_tpm_unstranded', 'AP003110.1_tpm_unstranded', 'AP001993.1_tpm_unstranded', 'AC136475.4_tpm_unstranded', 'AC087442.1_tpm_unstranded', 'AC010768.2_tpm_unstranded', 'AC090159.1_tpm_unstranded', 'AP006259.1_tpm_unstranded', 'AP003119.2_tpm_unstranded', 'AC103843.1_tpm_unstranded', 'AP005436.1_tpm_unstranded', 'AP006621.1_tpm_unstranded', 'LINC02740_tpm_unstranded', 'AP003392.3_tpm_unstranded', 'LINC02546_tpm_unstranded', 'AP003306.2_tpm_unstranded', 'AP003385.3_tpm_unstranded', 'OVOL1-AS1_tpm_unstranded', 'CENATAC-DT_tpm_unstranded', 'AP003064.1_tpm_unstranded', 'AP000880.1_tpm_unstranded', 'AC022874.1_tpm_unstranded', 'AC090138.1_tpm_unstranded', 'LINC02721_tpm_unstranded', 'AP002360.1_tpm_unstranded', 'AP001972.3_tpm_unstranded', 'AP000442.1_tpm_unstranded', 'AP006621.2_tpm_unstranded', 'AP000879.2_tpm_unstranded', 'STX17-AS1_tpm_unstranded', 'AP004247.2_tpm_unstranded', 'AC239802.2_tpm_unstranded', 'TOLLIP-AS1_tpm_unstranded', 'AC131934.1_tpm_unstranded', 'AC026894.1_tpm_unstranded', 'AC009652.1_tpm_unstranded', 'AF235103.1_tpm_unstranded', 'AC134775.1_tpm_unstranded', 'AC090857.2_tpm_unstranded', 'LINC02722_tpm_unstranded', 'LINC01499_tpm_unstranded', 'AP003068.3_tpm_unstranded', 'LINC02759_tpm_unstranded', 'AP000941.1_tpm_unstranded', 'MUC5B-AS1_tpm_unstranded', 'LINC02720_tpm_unstranded', 'AC027804.1_tpm_unstranded', 'AC084125.2_tpm_unstranded', 'LINC02711_tpm_unstranded', 'AC087277.2_tpm_unstranded', 'LINC02748_tpm_unstranded', 'AP003555.2_tpm_unstranded', 'LINC02726_tpm_unstranded', 'AC090559.1_tpm_unstranded', 'SNHG9_tpm_unstranded', 'AC087623.1_tpm_unstranded', 'AL049629.1_tpm_unstranded', 'AC011853.2_tpm_unstranded', 'AP001978.1_tpm_unstranded', 'AP001360.1_tpm_unstranded', 'AP000755.2_tpm_unstranded', 'AC109322.1_tpm_unstranded', 'LINC02690_tpm_unstranded', 'AC090124.1_tpm_unstranded', 'AC069287.3_tpm_unstranded', 'AP003969.1_tpm_unstranded', 'AP000446.1_tpm_unstranded', 'AP002992.1_tpm_unstranded', 'AC138230.1_tpm_unstranded', 'AP001636.3_tpm_unstranded', 'AP005436.2_tpm_unstranded', 'AC023078.1_tpm_unstranded', 'AP000793.1_tpm_unstranded', 'NECTIN1-AS1_tpm_unstranded', 'MIR100HG_tpm_unstranded', 'AP003059.2_tpm_unstranded', 'AL078612.1_tpm_unstranded', 'AL136146.2_tpm_unstranded', 'LINC02743_tpm_unstranded', 'KC877392.1_tpm_unstranded', 'LINC02687_tpm_unstranded', 'LINC02710_tpm_unstranded', 'NAV2-IT1_tpm_unstranded', 'AL137224.1_tpm_unstranded', 'AC113192.3_tpm_unstranded', 'RRM1-AS1_tpm_unstranded', 'AC023442.3_tpm_unstranded', 'AP006621.3_tpm_unstranded', 'AC068389.2_tpm_unstranded', 'AP003557.1_tpm_unstranded', 'LINC02745_tpm_unstranded', 'AP002893.1_tpm_unstranded', 'AC004923.4_tpm_unstranded', 'CSRP3-AS1_tpm_unstranded', 'AF131215.5_tpm_unstranded', 'DLG2-AS2_tpm_unstranded', 'AC100858.1_tpm_unstranded', 'AC024475.3_tpm_unstranded', 'AP002833.2_tpm_unstranded', 'AP000759.1_tpm_unstranded', 'AC068389.3_tpm_unstranded', 'LINC01495_tpm_unstranded', 'AC108136.1_tpm_unstranded', 'AP001922.5_tpm_unstranded', 'LINC02697_tpm_unstranded', 'AC136475.5_tpm_unstranded', 'LINC02756_tpm_unstranded', 'AP000907.2_tpm_unstranded', 'LINC02729_tpm_unstranded', 'AP001830.1_tpm_unstranded', 'AC087276.3_tpm_unstranded', 'AC234917.1_tpm_unstranded', 'LINC02706_tpm_unstranded', 'AP002957.1_tpm_unstranded', 'AP001775.2_tpm_unstranded', 'AC023946.1_tpm_unstranded', 'AP000640.2_tpm_unstranded', 'AC055878.1_tpm_unstranded', 'LINC02761_tpm_unstranded', 'LINC02757_tpm_unstranded', 'SMILR_tpm_unstranded', 'AC120036.4_tpm_unstranded', 'AC127526.2_tpm_unstranded', 'OPCML-IT2_tpm_unstranded', 'AC107886.1_tpm_unstranded', 'AL078612.2_tpm_unstranded', 'LINC02734_tpm_unstranded', 'AP001267.2_tpm_unstranded', 'LINC02741_tpm_unstranded', 'Z97989.1_tpm_unstranded', 'AC091564.4_tpm_unstranded', 'C8orf49_tpm_unstranded', 'AP001972.4_tpm_unstranded', 'TBX5-AS1_tpm_unstranded', 'AC124276.2_tpm_unstranded', 'AC027451.1_tpm_unstranded', 'AP001266.1_tpm_unstranded', 'LINC02730_tpm_unstranded', 'RSF1-IT1_tpm_unstranded', 'AC091564.5_tpm_unstranded', 'LINC02548_tpm_unstranded', 'LINC02718_tpm_unstranded', 'CASC23_tpm_unstranded', 'AP002340.1_tpm_unstranded', 'AP002954.1_tpm_unstranded', 'AC044839.2_tpm_unstranded', 'LINC02707_tpm_unstranded', 'AP002008.3_tpm_unstranded', 'AP003400.1_tpm_unstranded', 'LINC02735_tpm_unstranded', 'AP001922.6_tpm_unstranded', 'AP001267.3_tpm_unstranded', 'AL354813.1_tpm_unstranded', 'AP001085.1_tpm_unstranded', 'SIGLEC10-AS1_tpm_unstranded', 'CD44-AS1_tpm_unstranded', 'AP003064.2_tpm_unstranded', 'AC044839.3_tpm_unstranded', 'AC055860.1_tpm_unstranded', 'AP002812.5_tpm_unstranded', 'AC010768.4_tpm_unstranded', 'AP003486.1_tpm_unstranded', 'AC084125.3_tpm_unstranded', 'AC108471.2_tpm_unstranded', 'AC104031.1_tpm_unstranded', 'AP002433.1_tpm_unstranded', 'AP001107.9_tpm_unstranded', 'AC090099.1_tpm_unstranded', 'AP001528.1_tpm_unstranded', 'AL161668.2_tpm_unstranded', 'GAU1_tpm_unstranded', 'AP001007.2_tpm_unstranded', 'AC011092.2_tpm_unstranded', 'AC021713.1_tpm_unstranded', 'AP000944.1_tpm_unstranded', 'AP001189.5_tpm_unstranded', 'AL353699.1_tpm_unstranded', 'AP001830.2_tpm_unstranded', 'LINC02764_tpm_unstranded', 'AC087362.2_tpm_unstranded', 'AC100858.2_tpm_unstranded', 'LINC00681_tpm_unstranded', 'AC145124.1_tpm_unstranded', 'AC103796.1_tpm_unstranded', 'AC068385.1_tpm_unstranded', 'LINC02713_tpm_unstranded', 'AP001767.2_tpm_unstranded', 'AP003718.1_tpm_unstranded', 'UVRAG-DT_tpm_unstranded', 'LINC02684_tpm_unstranded', 'AP005436.3_tpm_unstranded', 'AP002748.4_tpm_unstranded', 'AC090589.2_tpm_unstranded', 'AL356215.1_tpm_unstranded', 'AP001652.1_tpm_unstranded', 'AL137804.1_tpm_unstranded', 'AP003123.1_tpm_unstranded', 'AP000708.1_tpm_unstranded', 'AP002336.3_tpm_unstranded', 'AC090625.2_tpm_unstranded', 'B3GAT1-DT_tpm_unstranded', 'AP003043.1_tpm_unstranded', 'LINC02733_tpm_unstranded', 'AP000857.2_tpm_unstranded', 'AP001266.2_tpm_unstranded', 'AC013762.1_tpm_unstranded', 'ZNF252P-AS1_tpm_unstranded', 'AC073651.1_tpm_unstranded', 'BRWD1-AS2_tpm_unstranded', 'MIR9-3HG_tpm_unstranded', 'AC018653.1_tpm_unstranded', 'AP000462.1_tpm_unstranded', 'AC007368.1_tpm_unstranded', 'AP000997.2_tpm_unstranded', 'AP000820.1_tpm_unstranded', 'AP000439.1_tpm_unstranded', 'AC006063.1_tpm_unstranded', 'LINC02440_tpm_unstranded', 'AC023790.2_tpm_unstranded', 'AC140847.1_tpm_unstranded', 'AC025576.1_tpm_unstranded', 'AC010185.1_tpm_unstranded', 'AC093510.1_tpm_unstranded', 'AC087242.1_tpm_unstranded', 'AC008114.1_tpm_unstranded', 'FAM222A-AS1_tpm_unstranded', 'AC140847.2_tpm_unstranded', 'AC007570.1_tpm_unstranded', 'RERG-AS1_tpm_unstranded', 'LINC02700_tpm_unstranded', 'AC007619.1_tpm_unstranded', 'AC007406.1_tpm_unstranded', 'AP002892.1_tpm_unstranded', 'JRKL-AS1_tpm_unstranded', 'AC091564.6_tpm_unstranded', 'AC073864.1_tpm_unstranded', 'AP003174.1_tpm_unstranded', 'AC002563.1_tpm_unstranded', 'LINC02389_tpm_unstranded', 'LINC02460_tpm_unstranded', 'SNHG1_tpm_unstranded', 'AC108516.2_tpm_unstranded', 'LINC01489_tpm_unstranded', 'IFNG-AS1_tpm_unstranded', 'AGAP2-AS1_tpm_unstranded', 'AP000808.1_tpm_unstranded', 'AC023796.1_tpm_unstranded', 'AC007406.2_tpm_unstranded', 'AC022509.1_tpm_unstranded', 'LINC02422_tpm_unstranded', 'LINC01479_tpm_unstranded', 'LINC02747_tpm_unstranded', 'AC005845.1_tpm_unstranded', 'AC078950.1_tpm_unstranded', 'RMST_tpm_unstranded', 'AC092746.1_tpm_unstranded', 'PDE2A-AS1_tpm_unstranded', 'AL121988.1_tpm_unstranded', 'LINC02439_tpm_unstranded', 'AC025576.2_tpm_unstranded', 'AC006205.1_tpm_unstranded', 'AC092490.2_tpm_unstranded', 'AC117503.1_tpm_unstranded', 'AP000593.3_tpm_unstranded', 'AP000777.1_tpm_unstranded', 'AP003717.1_tpm_unstranded', 'RXYLT1-AS1_tpm_unstranded', 'AC069503.1_tpm_unstranded', 'PXN-AS1_tpm_unstranded', 'AC055720.1_tpm_unstranded', 'AC090023.1_tpm_unstranded', 'DENND5B-AS1_tpm_unstranded', 'AC007529.1_tpm_unstranded', 'PRECSIT_tpm_unstranded', 'AC091814.1_tpm_unstranded', 'AC020611.2_tpm_unstranded', 'AP000786.1_tpm_unstranded', 'AC024901.1_tpm_unstranded', 'AC148477.1_tpm_unstranded', 'CCND2-AS1_tpm_unstranded', 'AC026310.1_tpm_unstranded', 'AP002993.1_tpm_unstranded', 'AP000943.2_tpm_unstranded', 'AP003108.1_tpm_unstranded', 'AC117500.2_tpm_unstranded', 'AC006065.3_tpm_unstranded', 'AC025252.1_tpm_unstranded', 'AC069234.1_tpm_unstranded', 'AP002754.2_tpm_unstranded', 'RPS6KB2-AS1_tpm_unstranded', 'GABARAPL1-AS1_tpm_unstranded', 'AP000777.2_tpm_unstranded', 'AC006064.3_tpm_unstranded', 'AC024145.1_tpm_unstranded', 'LINC02421_tpm_unstranded', 'AP000439.2_tpm_unstranded', 'AC007848.1_tpm_unstranded', 'AC131009.1_tpm_unstranded', 'LINC02824_tpm_unstranded', 'AC079949.1_tpm_unstranded', 'AC084117.1_tpm_unstranded', 'ARAP1-AS1_tpm_unstranded', 'AC125616.1_tpm_unstranded', 'AC007688.3_tpm_unstranded', 'AC027277.1_tpm_unstranded', 'AC006205.2_tpm_unstranded', 'LINC02411_tpm_unstranded', 'CACNA1C-AS4_tpm_unstranded', 'AC026362.1_tpm_unstranded', 'AP002770.1_tpm_unstranded', 'LINC02446_tpm_unstranded', 'PAPPA-AS1_tpm_unstranded', 'AC063926.1_tpm_unstranded', 'AC084291.1_tpm_unstranded', 'AC078889.1_tpm_unstranded', 'URB1-AS1_tpm_unstranded', 'LINC02442_tpm_unstranded', 'AC090673.1_tpm_unstranded', 'AC092112.1_tpm_unstranded', 'AC130404.1_tpm_unstranded', 'SBNO1-AS1_tpm_unstranded', 'AC092745.1_tpm_unstranded', 'LINC02443_tpm_unstranded', 'AP001453.1_tpm_unstranded', 'SOX5-AS1_tpm_unstranded', 'LINC01152_tpm_unstranded', 'LINC00944_tpm_unstranded', 'AC117373.1_tpm_unstranded', 'AC007637.1_tpm_unstranded', 'AC006206.1_tpm_unstranded', 'AC087863.2_tpm_unstranded', 'ITFG2-AS1_tpm_unstranded', 'ADGRD1-AS1_tpm_unstranded', 'AC027290.1_tpm_unstranded', 'LINC02598_tpm_unstranded', 'LINC02571_tpm_unstranded', 'LINC02420_tpm_unstranded', 'AC055720.2_tpm_unstranded', 'LINC00507_tpm_unstranded', 'AP002518.1_tpm_unstranded', 'AP003721.1_tpm_unstranded', 'TSPAN9-IT1_tpm_unstranded', 'AC078962.2_tpm_unstranded', 'AC073862.1_tpm_unstranded', 'AC073578.1_tpm_unstranded', 'AC007848.2_tpm_unstranded', 'AP003037.1_tpm_unstranded', 'AC092747.1_tpm_unstranded', 'LINC02387_tpm_unstranded', 'AC022509.2_tpm_unstranded', 'AC007450.1_tpm_unstranded', 'AC026333.3_tpm_unstranded', 'AC073912.1_tpm_unstranded', 'AC019209.1_tpm_unstranded', 'CACNA1C-IT2_tpm_unstranded', 'AC117500.3_tpm_unstranded', 'LINC02425_tpm_unstranded', 'USP30-AS1_tpm_unstranded', 'LINC02454_tpm_unstranded', 'CACNA1C-AS2_tpm_unstranded', 'AC022511.1_tpm_unstranded', 'AC048382.1_tpm_unstranded', 'AP003174.2_tpm_unstranded', 'AC078878.2_tpm_unstranded', 'LINC02398_tpm_unstranded', 'LINC02617_tpm_unstranded', 'LINC02376_tpm_unstranded', 'AC135388.1_tpm_unstranded', 'AC073912.2_tpm_unstranded', 'AC007527.1_tpm_unstranded', 'AC084880.2_tpm_unstranded', 'AC138466.1_tpm_unstranded', 'AC078962.3_tpm_unstranded', 'AP000462.2_tpm_unstranded', 'AC087235.2_tpm_unstranded', 'AC025423.1_tpm_unstranded', 'AC007655.1_tpm_unstranded', 'AP006333.1_tpm_unstranded', 'AC095350.1_tpm_unstranded', 'AL132708.1_tpm_unstranded', 'LINC02375_tpm_unstranded', 'AC069234.2_tpm_unstranded', 'AC009509.1_tpm_unstranded', 'AC005832.1_tpm_unstranded', 'AC048352.1_tpm_unstranded', 'AP003785.1_tpm_unstranded', 'AC006206.2_tpm_unstranded', 'LINC02552_tpm_unstranded', 'LINC02414_tpm_unstranded', 'AC010175.1_tpm_unstranded', 'AC005840.2_tpm_unstranded', 'AC019209.2_tpm_unstranded', 'AC010186.1_tpm_unstranded', 'AP003559.1_tpm_unstranded', 'AP000763.3_tpm_unstranded', 'AP003170.3_tpm_unstranded', 'AC080075.1_tpm_unstranded', 'AL732437.1_tpm_unstranded', 'AP002383.2_tpm_unstranded', 'AC087260.1_tpm_unstranded', 'AP006333.2_tpm_unstranded', 'AC023796.2_tpm_unstranded', 'AC140118.1_tpm_unstranded', 'LINC02825_tpm_unstranded', 'LINC02468_tpm_unstranded', 'AC009509.2_tpm_unstranded', 'MRGPRF-AS1_tpm_unstranded', 'AC009511.1_tpm_unstranded', 'AC022081.1_tpm_unstranded', 'AC046130.2_tpm_unstranded', 'AC007406.3_tpm_unstranded', 'AC148477.2_tpm_unstranded', 'AC156455.1_tpm_unstranded', 'LINC02369_tpm_unstranded', 'LINC01486_tpm_unstranded', 'AC007552.2_tpm_unstranded', 'AP002761.2_tpm_unstranded', 'AC069234.3_tpm_unstranded', 'AC079866.2_tpm_unstranded', 'LINC02361_tpm_unstranded', 'SLC6A12-AS1_tpm_unstranded', 'LINC02390_tpm_unstranded', 'AC027544.2_tpm_unstranded', 'AC026358.1_tpm_unstranded', 'LINC02393_tpm_unstranded', 'AP003170.4_tpm_unstranded', 'AC084880.3_tpm_unstranded', 'AC010197.1_tpm_unstranded', 'ZBTB11-AS1_tpm_unstranded', 'AC135586.2_tpm_unstranded', 'PDE2A-AS2_tpm_unstranded', 'LINC01965_tpm_unstranded', 'LINC00273_tpm_unstranded', 'LINC02441_tpm_unstranded', 'RERG-IT1_tpm_unstranded', 'AC005906.2_tpm_unstranded', 'AC008115.1_tpm_unstranded', 'LINC02368_tpm_unstranded', 'A2ML1-AS1_tpm_unstranded', 'AC078962.4_tpm_unstranded', 'LINC02455_tpm_unstranded', 'LINC02737_tpm_unstranded', 'AC019209.3_tpm_unstranded', 'AP001160.1_tpm_unstranded', 'AC005908.2_tpm_unstranded', 'AC026369.2_tpm_unstranded', 'AC003982.1_tpm_unstranded', 'TMEM132D-AS2_tpm_unstranded', 'AL137779.1_tpm_unstranded', 'AC005342.2_tpm_unstranded', 'AC134349.1_tpm_unstranded', 'AC087318.1_tpm_unstranded', 'LINC02698_tpm_unstranded', 'CACNA1C-IT3_tpm_unstranded', 'AC006065.4_tpm_unstranded', 'AP003721.2_tpm_unstranded', 'AP002892.2_tpm_unstranded', 'KDM2B-DT_tpm_unstranded', 'MADD-AS1_tpm_unstranded', 'AC009511.2_tpm_unstranded', 'LINC02423_tpm_unstranded', 'PLBD1-AS1_tpm_unstranded', 'AP002840.1_tpm_unstranded', 'CACNA1C-AS3_tpm_unstranded', 'AC079031.1_tpm_unstranded', 'AP000753.2_tpm_unstranded', 'AC022613.1_tpm_unstranded', 'AC024224.2_tpm_unstranded', 'AC078925.1_tpm_unstranded', 'AC079360.1_tpm_unstranded', 'AP000777.3_tpm_unstranded', 'AC122688.2_tpm_unstranded', 'AP000721.2_tpm_unstranded', 'CACNA1C-IT1_tpm_unstranded', 'PARP11-AS1_tpm_unstranded', 'AC079031.2_tpm_unstranded', 'AC129102.1_tpm_unstranded', 'AC084880.4_tpm_unstranded', 'LINC02366_tpm_unstranded', 'AC022509.3_tpm_unstranded', 'AC018410.1_tpm_unstranded', 'A2ML1-AS2_tpm_unstranded', 'LINC02419_tpm_unstranded', 'AC090023.2_tpm_unstranded', 'AP000851.1_tpm_unstranded', 'AC084819.1_tpm_unstranded', 'ADGRA1-AS1_tpm_unstranded', 'AP000763.4_tpm_unstranded', 'PPP1R14B-AS1_tpm_unstranded', 'AC148477.3_tpm_unstranded', 'AP003721.3_tpm_unstranded', 'AP002518.2_tpm_unstranded', 'AC026369.3_tpm_unstranded', 'AC131009.2_tpm_unstranded', 'AC018653.3_tpm_unstranded', 'AC084375.1_tpm_unstranded', 'LINC00508_tpm_unstranded', 'AP000462.3_tpm_unstranded', 'AC053513.2_tpm_unstranded', 'AC135782.1_tpm_unstranded', 'AC005833.2_tpm_unstranded', 'LINC02378_tpm_unstranded', 'AC084816.1_tpm_unstranded', 'AC137590.1_tpm_unstranded', 'AP000438.1_tpm_unstranded', 'AC008115.2_tpm_unstranded', 'AC022367.1_tpm_unstranded', 'AC008250.1_tpm_unstranded', 'AC087241.2_tpm_unstranded', 'AC023595.1_tpm_unstranded', 'AC010186.3_tpm_unstranded', 'AP002761.3_tpm_unstranded', 'AC008011.2_tpm_unstranded', 'AC016746.1_tpm_unstranded', 'LINC02417_tpm_unstranded', 'AP003721.4_tpm_unstranded', 'LINC02282_tpm_unstranded', 'AP001363.2_tpm_unstranded', 'AC091078.1_tpm_unstranded', 'LINC02703_tpm_unstranded', 'KCNK4-TEX40_tpm_unstranded', 'AC073530.1_tpm_unstranded', 'MIR200CHG_tpm_unstranded', 'AP001453.2_tpm_unstranded', 'AC084361.1_tpm_unstranded', 'AL161747.2_tpm_unstranded', 'CLIP1-AS1_tpm_unstranded', 'AC006581.1_tpm_unstranded', 'LINC02450_tpm_unstranded', 'AL356756.1_tpm_unstranded', 'AC093025.1_tpm_unstranded', 'FOXG1-AS1_tpm_unstranded', 'CLLU1_tpm_unstranded', 'ODC1-DT_tpm_unstranded', 'LINC02874_tpm_unstranded', 'LINC02821_tpm_unstranded', 'AL163973.2_tpm_unstranded', 'LINC02451_tpm_unstranded', 'AC079362.1_tpm_unstranded', 'TMPO-AS1_tpm_unstranded', 'AC009318.1_tpm_unstranded', 'AC103702.1_tpm_unstranded', 'AC009135.1_tpm_unstranded', 'AC025423.4_tpm_unstranded', 'AC090502.2_tpm_unstranded', 'LINC02293_tpm_unstranded', 'AC090709.1_tpm_unstranded', 'LINC02385_tpm_unstranded', 'AC126178.1_tpm_unstranded', 'AC084398.2_tpm_unstranded', 'LNCOG_tpm_unstranded', 'AC007569.1_tpm_unstranded', 'AC079907.1_tpm_unstranded', 'AC079601.1_tpm_unstranded', 'AC079584.2_tpm_unstranded', 'AC090531.1_tpm_unstranded', 'LINC02448_tpm_unstranded', 'AC078814.1_tpm_unstranded', 'AC090630.1_tpm_unstranded', 'AC078922.1_tpm_unstranded', 'LINC01619_tpm_unstranded', 'AC124947.1_tpm_unstranded', 'AC131157.1_tpm_unstranded', 'AC008147.1_tpm_unstranded', 'AC012150.1_tpm_unstranded', 'LINC02388_tpm_unstranded', 'AC008014.1_tpm_unstranded', 'AC023511.1_tpm_unstranded', 'AC136443.3_tpm_unstranded', 'AC123905.1_tpm_unstranded', 'AC002375.1_tpm_unstranded', 'AL928654.2_tpm_unstranded', 'KIRREL3-AS1_tpm_unstranded', 'AL162311.1_tpm_unstranded', 'AL139020.1_tpm_unstranded', 'AC092652.1_tpm_unstranded', 'AC127164.1_tpm_unstranded', 'AC012464.1_tpm_unstranded', 'AC013437.1_tpm_unstranded', 'AL132780.1_tpm_unstranded', 'AC089999.1_tpm_unstranded', 'AC080011.1_tpm_unstranded', 'AC008147.2_tpm_unstranded', 'AC073896.2_tpm_unstranded', 'AL589743.1_tpm_unstranded', 'AC008127.1_tpm_unstranded', 'AC138123.1_tpm_unstranded', 'AC138360.1_tpm_unstranded', 'AC012555.1_tpm_unstranded', 'AC011611.2_tpm_unstranded', 'AC068888.1_tpm_unstranded', 'AC025165.2_tpm_unstranded', 'LINC02413_tpm_unstranded', 'AC011603.1_tpm_unstranded', 'AC048341.1_tpm_unstranded', 'AC073863.1_tpm_unstranded', 'AC138969.2_tpm_unstranded', 'AC012038.1_tpm_unstranded', 'AC025154.1_tpm_unstranded', 'AC023509.1_tpm_unstranded', 'AC025257.1_tpm_unstranded', 'AC126763.1_tpm_unstranded', 'AL512310.2_tpm_unstranded', 'AC126177.3_tpm_unstranded', 'AC023161.1_tpm_unstranded', 'AC009803.1_tpm_unstranded', 'AC089984.1_tpm_unstranded', 'AC074031.1_tpm_unstranded', 'AC089998.1_tpm_unstranded', 'AC004241.1_tpm_unstranded', 'AC073525.1_tpm_unstranded', 'AC087311.1_tpm_unstranded', 'AC011595.1_tpm_unstranded', 'AC068305.2_tpm_unstranded', 'AC034102.3_tpm_unstranded', 'AC004551.1_tpm_unstranded', 'AC011611.3_tpm_unstranded', 'AC025575.1_tpm_unstranded', 'AC009320.1_tpm_unstranded', 'AC069437.1_tpm_unstranded', 'PPFIA2-AS1_tpm_unstranded', 'AC007656.1_tpm_unstranded', 'AL355112.1_tpm_unstranded', 'AC027288.1_tpm_unstranded', 'AC068888.2_tpm_unstranded', 'LINC02459_tpm_unstranded', 'LINC01154_tpm_unstranded', 'LINC02354_tpm_unstranded', 'AC004217.1_tpm_unstranded', 'KRT73-AS1_tpm_unstranded', 'AC025031.1_tpm_unstranded', 'AC121761.1_tpm_unstranded', 'AC055736.1_tpm_unstranded', 'LINC02297_tpm_unstranded', 'LINC02373_tpm_unstranded', 'AC073487.1_tpm_unstranded', 'LINC02402_tpm_unstranded', 'AC117505.1_tpm_unstranded', 'AC011601.1_tpm_unstranded', 'AC026765.2_tpm_unstranded', 'AC078880.1_tpm_unstranded', 'AL133166.1_tpm_unstranded', 'LINC02326_tpm_unstranded', 'AC107032.2_tpm_unstranded', 'AC126755.1_tpm_unstranded', 'AC048344.1_tpm_unstranded', 'AC023794.4_tpm_unstranded', 'LINC02403_tpm_unstranded', 'AC063948.1_tpm_unstranded', 'AC079385.1_tpm_unstranded', 'AC078929.1_tpm_unstranded', 'AC023509.2_tpm_unstranded', 'HLX-AS1_tpm_unstranded', 'AC034102.4_tpm_unstranded', 'LINC02298_tpm_unstranded', 'PPP1R12A-AS1_tpm_unstranded', 'AC126755.2_tpm_unstranded', 'AC079035.1_tpm_unstranded', 'AC007540.1_tpm_unstranded', 'LINC01475_tpm_unstranded', 'LINC00609_tpm_unstranded', 'AC136188.1_tpm_unstranded', 'AC025154.2_tpm_unstranded', 'LINC02356_tpm_unstranded', 'SCAT2_tpm_unstranded', 'OVCH1-AS1_tpm_unstranded', 'AC010183.1_tpm_unstranded', 'MYG1-AS1_tpm_unstranded', 'AC073957.2_tpm_unstranded', 'MIR4307HG_tpm_unstranded', 'AL133304.1_tpm_unstranded', 'PSMA3-AS1_tpm_unstranded', 'AL512356.1_tpm_unstranded', 'AC079310.1_tpm_unstranded', 'G2E3-AS1_tpm_unstranded', 'KCCAT198_tpm_unstranded', 'AC124312.2_tpm_unstranded', 'AC117498.1_tpm_unstranded', 'AC125603.1_tpm_unstranded', 'AC079950.1_tpm_unstranded', 'ADCY6-DT_tpm_unstranded', 'AC025259.1_tpm_unstranded', 'KRT7-AS_tpm_unstranded', 'LINC02464_tpm_unstranded', 'AC025265.1_tpm_unstranded', 'AC090503.1_tpm_unstranded', 'LINC02463_tpm_unstranded', 'AC010203.2_tpm_unstranded', 'GIHCG_tpm_unstranded', 'AC055716.3_tpm_unstranded', 'LBX2-AS1_tpm_unstranded', 'AC068643.1_tpm_unstranded', 'AC079385.2_tpm_unstranded', 'AC007298.1_tpm_unstranded', 'CPNE8-AS1_tpm_unstranded', 'LINC02399_tpm_unstranded', 'AC078880.2_tpm_unstranded', 'AC090679.2_tpm_unstranded', 'AC089983.1_tpm_unstranded', 'AC090115.1_tpm_unstranded', 'AC025265.2_tpm_unstranded', 'AC073896.3_tpm_unstranded', 'LINC01490_tpm_unstranded', 'AC138123.2_tpm_unstranded', 'LINC02426_tpm_unstranded', 'LINC02281_tpm_unstranded', 'LINC02445_tpm_unstranded', 'AC012555.2_tpm_unstranded', 'LINC02386_tpm_unstranded', 'AL357153.2_tpm_unstranded', 'AC078860.2_tpm_unstranded', 'LINC02401_tpm_unstranded', 'AC020656.1_tpm_unstranded', 'AC025265.3_tpm_unstranded', 'AC026401.1_tpm_unstranded', 'LINC02395_tpm_unstranded', 'AC009387.1_tpm_unstranded', 'LINC02400_tpm_unstranded', 'AC112481.1_tpm_unstranded', 'AC039056.1_tpm_unstranded', 'AC073573.1_tpm_unstranded', 'AC034102.5_tpm_unstranded', 'PRANCR_tpm_unstranded', 'AC026765.3_tpm_unstranded', 'AC068789.1_tpm_unstranded', 'AL133304.2_tpm_unstranded', 'AC121757.1_tpm_unstranded', 'AC021066.1_tpm_unstranded', 'AL136418.1_tpm_unstranded', 'AC073591.1_tpm_unstranded', 'AC089998.2_tpm_unstranded', 'AC011611.4_tpm_unstranded', 'LINC02588_tpm_unstranded', 'LINC02294_tpm_unstranded', 'AC012038.2_tpm_unstranded', 'CASC18_tpm_unstranded', 'AC068643.2_tpm_unstranded', 'AC090049.1_tpm_unstranded', 'AL139023.1_tpm_unstranded', 'AC027287.2_tpm_unstranded', 'AC007298.2_tpm_unstranded', 'AC130415.1_tpm_unstranded', 'AC078789.1_tpm_unstranded', 'AC125603.2_tpm_unstranded', 'AC011595.2_tpm_unstranded', 'AL929601.1_tpm_unstranded', 'LINC02404_tpm_unstranded', 'AC027288.3_tpm_unstranded', 'AL162632.1_tpm_unstranded', 'AL133372.3_tpm_unstranded', 'LINC02156_tpm_unstranded', 'AC124784.1_tpm_unstranded', 'LINC02258_tpm_unstranded', 'DDN-AS1_tpm_unstranded', 'AC079385.3_tpm_unstranded', 'LINC02409_tpm_unstranded', 'LINC02416_tpm_unstranded', 'AC008083.2_tpm_unstranded', 'AC078776.1_tpm_unstranded', 'LHX5-AS1_tpm_unstranded', 'AC079598.1_tpm_unstranded', 'AC025030.2_tpm_unstranded', 'AC068993.2_tpm_unstranded', 'AC083805.2_tpm_unstranded', 'AC004801.3_tpm_unstranded', 'AC008125.1_tpm_unstranded', 'CR383656.10_tpm_unstranded', 'AC011773.2_tpm_unstranded', 'AC020612.3_tpm_unstranded', 'AC004801.4_tpm_unstranded', 'LINC02306_tpm_unstranded', 'AC078864.1_tpm_unstranded', 'AC084365.1_tpm_unstranded', 'AC010183.2_tpm_unstranded', 'AC126614.1_tpm_unstranded', 'AC063947.1_tpm_unstranded', 'AC016705.1_tpm_unstranded', 'AC011603.2_tpm_unstranded', 'LINC02457_tpm_unstranded', 'AC078955.1_tpm_unstranded', 'AL135878.1_tpm_unstranded', 'AC012157.2_tpm_unstranded', 'AC123567.2_tpm_unstranded', 'LINC02327_tpm_unstranded', 'AC117377.1_tpm_unstranded', 'AC073569.1_tpm_unstranded', 'AC073569.2_tpm_unstranded', 'AL139316.1_tpm_unstranded', 'AC025575.2_tpm_unstranded', 'AC009779.2_tpm_unstranded', 'BCDIN3D-AS1_tpm_unstranded', 'AC138331.1_tpm_unstranded', 'AC079600.3_tpm_unstranded', 'AC078923.1_tpm_unstranded', 'AL110292.1_tpm_unstranded', 'AL391832.3_tpm_unstranded', 'AC128707.1_tpm_unstranded', 'AC079313.1_tpm_unstranded', 'AC078820.1_tpm_unstranded', 'AC005841.1_tpm_unstranded', 'AC025031.2_tpm_unstranded', 'LINC02286_tpm_unstranded', 'ATXN2-AS_tpm_unstranded', 'LINC02823_tpm_unstranded', 'AC010173.1_tpm_unstranded', 'AL158058.1_tpm_unstranded', 'AC009803.2_tpm_unstranded', 'AC005871.2_tpm_unstranded', 'AC090109.1_tpm_unstranded', 'AC026116.1_tpm_unstranded', 'AC087897.2_tpm_unstranded', 'AC089987.2_tpm_unstranded', 'AC044802.2_tpm_unstranded', 'LINC02444_tpm_unstranded', 'AC025254.1_tpm_unstranded', 'AC007656.2_tpm_unstranded', 'LINC02396_tpm_unstranded', 'AC007622.2_tpm_unstranded', 'AC079313.2_tpm_unstranded', 'AC127894.1_tpm_unstranded', 'LINC02406_tpm_unstranded', 'AC069228.1_tpm_unstranded', 'AC107023.1_tpm_unstranded', 'AC025569.1_tpm_unstranded', 'LINC00485_tpm_unstranded', 'AC089998.4_tpm_unstranded', 'LINC02412_tpm_unstranded', 'AC073655.1_tpm_unstranded', 'LINC02300_tpm_unstranded', 'AC008149.1_tpm_unstranded', 'AC016993.1_tpm_unstranded', 'AC008083.3_tpm_unstranded', 'LINC02392_tpm_unstranded', 'AC010196.1_tpm_unstranded', 'AL163973.3_tpm_unstranded', 'NKX2-2-AS1_tpm_unstranded', 'AC073896.4_tpm_unstranded', 'AC004801.5_tpm_unstranded', 'AC144548.1_tpm_unstranded', 'AC108721.1_tpm_unstranded', 'AC009522.1_tpm_unstranded', 'LINC02424_tpm_unstranded', 'AC073571.1_tpm_unstranded', 'AC020637.1_tpm_unstranded', 'AC125611.3_tpm_unstranded', 'AC024257.1_tpm_unstranded', 'AC133480.1_tpm_unstranded', 'AC002351.1_tpm_unstranded', 'AC125603.3_tpm_unstranded', 'AC078865.1_tpm_unstranded', 'AC010177.1_tpm_unstranded', 'AC011773.3_tpm_unstranded', 'AC073896.5_tpm_unstranded', 'AL929601.2_tpm_unstranded', 'AC007513.1_tpm_unstranded', 'AC012085.2_tpm_unstranded', 'LINC00592_tpm_unstranded', 'AC011603.3_tpm_unstranded', 'TESC-AS1_tpm_unstranded', 'LINC02410_tpm_unstranded', 'AC090503.2_tpm_unstranded', 'VASH1-AS1_tpm_unstranded', 'AC025034.1_tpm_unstranded', 'AC012464.2_tpm_unstranded', 'AC079907.2_tpm_unstranded', 'AC016152.1_tpm_unstranded', 'AC084879.2_tpm_unstranded', 'AL589182.1_tpm_unstranded', 'AC034102.6_tpm_unstranded', 'AC073575.1_tpm_unstranded', 'LINC02461_tpm_unstranded', 'LINC02394_tpm_unstranded', 'AC125611.4_tpm_unstranded', 'AC130895.1_tpm_unstranded', 'AC090680.1_tpm_unstranded', 'AL133304.3_tpm_unstranded', 'AC090001.1_tpm_unstranded', 'AC078778.1_tpm_unstranded', 'AC034102.7_tpm_unstranded', 'AC079384.1_tpm_unstranded', 'AC138932.1_tpm_unstranded', 'AC079174.1_tpm_unstranded', 'CR383656.12_tpm_unstranded', 'AC073655.2_tpm_unstranded', 'AC004846.1_tpm_unstranded', 'AL139099.1_tpm_unstranded', 'AL139021.1_tpm_unstranded', 'AL355097.1_tpm_unstranded', 'AL356805.1_tpm_unstranded', 'AL132819.1_tpm_unstranded', 'RCCD1-AS1_tpm_unstranded', 'AL352984.1_tpm_unstranded', 'LINC02318_tpm_unstranded', 'AL049833.1_tpm_unstranded', 'AL442163.1_tpm_unstranded', 'AL117190.1_tpm_unstranded', 'AL591767.1_tpm_unstranded', 'AC016526.1_tpm_unstranded', 'LINC02320_tpm_unstranded', 'AL157955.1_tpm_unstranded', 'AC087386.1_tpm_unstranded', 'AL355102.1_tpm_unstranded', 'AL158801.2_tpm_unstranded', 'AL121790.1_tpm_unstranded', 'AF123462.1_tpm_unstranded', 'AC022469.1_tpm_unstranded', 'AL160191.1_tpm_unstranded', 'AL512791.1_tpm_unstranded', 'AC013451.1_tpm_unstranded', 'AL162872.1_tpm_unstranded', 'AL161757.2_tpm_unstranded', 'AL583722.1_tpm_unstranded', 'AC087633.1_tpm_unstranded', 'AC048337.1_tpm_unstranded', 'AL139193.1_tpm_unstranded', 'LINC00641_tpm_unstranded', 'AC005225.1_tpm_unstranded', 'AL132855.1_tpm_unstranded', 'AC023510.1_tpm_unstranded', 'AL139099.2_tpm_unstranded', 'EGILA_tpm_unstranded', 'AC016526.2_tpm_unstranded', 'AL158801.3_tpm_unstranded', 'AL132780.2_tpm_unstranded', 'AL160314.2_tpm_unstranded', 'AL356019.1_tpm_unstranded', 'AL355096.1_tpm_unstranded', 'AL160237.1_tpm_unstranded', 'AL161668.3_tpm_unstranded', 'AC007686.2_tpm_unstranded', 'LINC02313_tpm_unstranded', 'LINC02207_tpm_unstranded', 'AC009396.1_tpm_unstranded', 'LINC00640_tpm_unstranded', 'AL133240.1_tpm_unstranded', 'LINC02251_tpm_unstranded', 'LINC02277_tpm_unstranded', 'AC027013.1_tpm_unstranded', 'AL049835.1_tpm_unstranded', 'AL352955.1_tpm_unstranded', 'AL359682.1_tpm_unstranded', 'DIO3OS_tpm_unstranded', 'LINC02287_tpm_unstranded', 'LINC02290_tpm_unstranded', 'AL157871.1_tpm_unstranded', 'AC116612.1_tpm_unstranded', 'LINC02295_tpm_unstranded', 'LINC00239_tpm_unstranded', 'AL355075.2_tpm_unstranded', 'AL133167.1_tpm_unstranded', 'AC004817.1_tpm_unstranded', 'AL359317.1_tpm_unstranded', 'AL157871.2_tpm_unstranded', 'AL049830.3_tpm_unstranded', 'AL049828.1_tpm_unstranded', 'LINC02305_tpm_unstranded', 'AL132712.1_tpm_unstranded', 'AL079307.1_tpm_unstranded', 'FRMD6-AS2_tpm_unstranded', 'AL133279.1_tpm_unstranded', 'RHOXF1-AS1_tpm_unstranded', 'LINC00645_tpm_unstranded', 'CRAT37_tpm_unstranded', 'AL157911.1_tpm_unstranded', 'AC025162.1_tpm_unstranded', 'LINC02322_tpm_unstranded', 'AL121852.1_tpm_unstranded', 'AC005519.1_tpm_unstranded', 'AL157912.1_tpm_unstranded', 'AL359232.1_tpm_unstranded', 'AC007376.2_tpm_unstranded', 'AL133467.1_tpm_unstranded', 'AL163195.2_tpm_unstranded', 'AL163974.1_tpm_unstranded', 'AL136298.1_tpm_unstranded', 'LINC01500_tpm_unstranded', 'FAM181A-AS1_tpm_unstranded', 'LINC02274_tpm_unstranded', 'AL391152.1_tpm_unstranded', 'AL583810.1_tpm_unstranded', 'AC021979.1_tpm_unstranded', 'AL512357.1_tpm_unstranded', 'AL359238.1_tpm_unstranded', 'AL162464.1_tpm_unstranded', 'LINC01629_tpm_unstranded', 'AC005225.2_tpm_unstranded', 'AL161668.4_tpm_unstranded', 'LINC-ROR_tpm_unstranded', 'AF111169.1_tpm_unstranded', 'LINC02303_tpm_unstranded', 'AL135838.1_tpm_unstranded', 'AL121820.1_tpm_unstranded', 'LINC02292_tpm_unstranded', 'AC110023.1_tpm_unstranded', 'AL049870.2_tpm_unstranded', 'AL160006.1_tpm_unstranded', 'AL121821.2_tpm_unstranded', 'AC008056.1_tpm_unstranded', 'AL133371.1_tpm_unstranded', 'AL049780.1_tpm_unstranded', 'LINC00930_tpm_unstranded', 'AL392023.1_tpm_unstranded', 'SEC23A-AS1_tpm_unstranded', 'AC026495.1_tpm_unstranded', 'ARHGAP5-AS1_tpm_unstranded', 'AL136018.1_tpm_unstranded', 'AL139021.2_tpm_unstranded', 'AC006146.1_tpm_unstranded', 'AL079303.1_tpm_unstranded', 'AC022469.2_tpm_unstranded', 'AL117190.2_tpm_unstranded', 'AL157871.4_tpm_unstranded', 'HIF1A-AS3_tpm_unstranded', 'AL049874.3_tpm_unstranded', 'AL160313.2_tpm_unstranded', 'LINC01397_tpm_unstranded', 'LINC02308_tpm_unstranded', 'AC091544.2_tpm_unstranded', 'LINC02317_tpm_unstranded', 'AL132989.1_tpm_unstranded', 'AL355095.1_tpm_unstranded', 'AL358334.1_tpm_unstranded', 'LINC01269_tpm_unstranded', 'AL162464.2_tpm_unstranded', 'AL133368.2_tpm_unstranded', 'LINC02319_tpm_unstranded', 'AC005225.3_tpm_unstranded', 'AL359233.1_tpm_unstranded', 'AL139317.1_tpm_unstranded', 'AL357093.1_tpm_unstranded', 'LINC00871_tpm_unstranded', 'LINC00638_tpm_unstranded', 'AL137786.1_tpm_unstranded', 'AL161757.3_tpm_unstranded', 'SLC25A21-AS1_tpm_unstranded', 'LINC01193_tpm_unstranded', 'AL358334.2_tpm_unstranded', 'AL139193.2_tpm_unstranded', 'AL132711.1_tpm_unstranded', 'LINC02311_tpm_unstranded', 'AC009396.2_tpm_unstranded', 'AF099810.1_tpm_unstranded', 'PRC1-AS1_tpm_unstranded', 'AL135999.1_tpm_unstranded', 'AL355102.3_tpm_unstranded', 'ITPK1-AS1_tpm_unstranded', 'AL356020.1_tpm_unstranded', 'LINC02328_tpm_unstranded', 'LINC00637_tpm_unstranded', 'AL583722.2_tpm_unstranded', 'AL121603.2_tpm_unstranded', 'AL691403.1_tpm_unstranded', 'LINC02833_tpm_unstranded', 'LINC02301_tpm_unstranded', 'AL132800.1_tpm_unstranded', 'AL358334.3_tpm_unstranded', 'AL356022.1_tpm_unstranded', 'AL359399.1_tpm_unstranded', 'AL110504.1_tpm_unstranded', 'AL358335.2_tpm_unstranded', 'AL357093.2_tpm_unstranded', 'AL359792.1_tpm_unstranded', 'LINC01579_tpm_unstranded', 'AL133453.1_tpm_unstranded', 'AL355076.2_tpm_unstranded', 'AC116903.1_tpm_unstranded', 'AC122685.1_tpm_unstranded', 'AC107958.2_tpm_unstranded', 'DIO2-AS1_tpm_unstranded', 'AL356019.2_tpm_unstranded', 'LINC02330_tpm_unstranded', 'AL355922.3_tpm_unstranded', 'AC087636.1_tpm_unstranded', 'AL161757.4_tpm_unstranded', 'HIF1A-AS1_tpm_unstranded', 'LINC01568_tpm_unstranded', 'AL121694.1_tpm_unstranded', 'AL355773.1_tpm_unstranded', 'LINC01580_tpm_unstranded', 'AL162171.1_tpm_unstranded', 'LINC00520_tpm_unstranded', 'AL137230.1_tpm_unstranded', 'AL355102.4_tpm_unstranded', 'AL132719.1_tpm_unstranded', 'AL133153.2_tpm_unstranded', 'AL136038.2_tpm_unstranded', 'AL355103.1_tpm_unstranded', 'LINC01148_tpm_unstranded', 'AL359237.1_tpm_unstranded', 'LINC02310_tpm_unstranded', 'AL133371.2_tpm_unstranded', 'AL583810.2_tpm_unstranded', 'AL442663.3_tpm_unstranded', 'LINC02329_tpm_unstranded', 'LINC02820_tpm_unstranded', 'LINC02289_tpm_unstranded', 'AF111167.1_tpm_unstranded', 'AL122035.1_tpm_unstranded', 'LINC01147_tpm_unstranded', 'AL079304.1_tpm_unstranded', 'AC026888.1_tpm_unstranded', 'AC103996.2_tpm_unstranded', 'AL133370.1_tpm_unstranded', 'AL390816.1_tpm_unstranded', 'AL133485.2_tpm_unstranded', 'AL162511.1_tpm_unstranded', 'AL139354.1_tpm_unstranded', 'AL391261.1_tpm_unstranded', 'AL450442.1_tpm_unstranded', 'AL139300.2_tpm_unstranded', 'AC021979.2_tpm_unstranded', 'AL358333.1_tpm_unstranded', 'AL359397.1_tpm_unstranded', 'AL583722.3_tpm_unstranded', 'LINC02296_tpm_unstranded', 'AL133163.2_tpm_unstranded', 'MIR381HG_tpm_unstranded', 'AL390254.1_tpm_unstranded', 'LINC01146_tpm_unstranded', 'AL110505.1_tpm_unstranded', 'LINC02312_tpm_unstranded', 'AC004828.1_tpm_unstranded', 'AC009396.3_tpm_unstranded', 'AL135818.1_tpm_unstranded', 'TGFB3-AS1_tpm_unstranded', 'LINC02321_tpm_unstranded', 'AL450267.1_tpm_unstranded', 'AC112693.1_tpm_unstranded', 'AC005480.1_tpm_unstranded', 'AL160236.2_tpm_unstranded', 'EGLN3-AS1_tpm_unstranded', 'AL049775.2_tpm_unstranded', 'AL390816.2_tpm_unstranded', 'AL157871.5_tpm_unstranded', 'AL355075.3_tpm_unstranded', 'AC091078.2_tpm_unstranded', 'LINC01956_tpm_unstranded', 'LINC02316_tpm_unstranded', 'LINC02691_tpm_unstranded', 'AL355922.4_tpm_unstranded', 'AL049836.1_tpm_unstranded', 'FOXN3-AS1_tpm_unstranded', 'AC009779.4_tpm_unstranded', 'AC106028.2_tpm_unstranded', 'AC002094.1_tpm_unstranded', 'AL355916.2_tpm_unstranded', 'AL133467.2_tpm_unstranded', 'AL358333.2_tpm_unstranded', 'AC100836.1_tpm_unstranded', 'LINC02279_tpm_unstranded', 'AL096869.1_tpm_unstranded', 'AL162311.3_tpm_unstranded', 'AL132639.2_tpm_unstranded', 'AL358332.1_tpm_unstranded', 'AL049871.1_tpm_unstranded', 'AC004846.2_tpm_unstranded', 'AL049775.3_tpm_unstranded', 'AL049870.3_tpm_unstranded', 'SALRNA1_tpm_unstranded', 'AC107958.3_tpm_unstranded', 'LINC00519_tpm_unstranded', 'AL359317.2_tpm_unstranded', 'AL157688.1_tpm_unstranded', 'AL137129.1_tpm_unstranded', 'LINC02307_tpm_unstranded', 'AC104002.1_tpm_unstranded', 'AL096870.1_tpm_unstranded', 'AL133279.2_tpm_unstranded', 'AC013451.2_tpm_unstranded', 'LINC01467_tpm_unstranded', 'LINC02299_tpm_unstranded', 'AL133523.1_tpm_unstranded', 'AL162171.2_tpm_unstranded', 'AL352979.2_tpm_unstranded', 'AL132642.1_tpm_unstranded', 'LINC02309_tpm_unstranded', 'LINC02302_tpm_unstranded', 'AL355075.4_tpm_unstranded', 'AL445363.1_tpm_unstranded', 'AC243965.1_tpm_unstranded', 'LINC02285_tpm_unstranded', 'AC005479.1_tpm_unstranded', 'AC092143.2_tpm_unstranded', 'AL358333.3_tpm_unstranded', 'AL355834.1_tpm_unstranded', 'AC016266.1_tpm_unstranded', 'AL133163.3_tpm_unstranded', 'AL049829.2_tpm_unstranded', 'LINC00524_tpm_unstranded', 'AL049833.2_tpm_unstranded', 'AL135746.1_tpm_unstranded', 'AL845552.2_tpm_unstranded', 'AL356804.1_tpm_unstranded', 'AL355838.1_tpm_unstranded', 'AL355102.5_tpm_unstranded', 'BX927359.1_tpm_unstranded', 'AL121820.2_tpm_unstranded', 'AL161804.1_tpm_unstranded', 'AC015722.1_tpm_unstranded', 'AC244502.3_tpm_unstranded', 'AL357172.1_tpm_unstranded', 'AL392023.2_tpm_unstranded', 'AL139317.3_tpm_unstranded', 'AL157871.6_tpm_unstranded', 'AL137230.2_tpm_unstranded', 'LINC02332_tpm_unstranded', 'AL591770.1_tpm_unstranded', 'AF111169.2_tpm_unstranded', 'AL358292.1_tpm_unstranded', 'ACTN1-AS1_tpm_unstranded', 'AC005520.2_tpm_unstranded', 'AL583810.3_tpm_unstranded', 'AL512310.9_tpm_unstranded', 'LINC00639_tpm_unstranded', 'AL359397.2_tpm_unstranded', 'AL355835.1_tpm_unstranded', 'FOXN3-AS2_tpm_unstranded', 'AL049869.1_tpm_unstranded', 'AL136501.1_tpm_unstranded', 'AC074091.2_tpm_unstranded', 'AF111169.3_tpm_unstranded', 'LINC02314_tpm_unstranded', 'AL132639.3_tpm_unstranded', 'AL133467.3_tpm_unstranded', 'AL121790.2_tpm_unstranded', 'AL137779.2_tpm_unstranded', 'LINC00517_tpm_unstranded', 'AL137191.1_tpm_unstranded', 'AC013457.1_tpm_unstranded', 'AL163932.1_tpm_unstranded', 'AF107885.2_tpm_unstranded', 'PTCSC3_tpm_unstranded', 'AC008056.2_tpm_unstranded', 'LINC00911_tpm_unstranded', 'LINC01595_tpm_unstranded', 'LINC02304_tpm_unstranded', 'AL079307.2_tpm_unstranded', 'AL118556.1_tpm_unstranded', 'AL357153.3_tpm_unstranded', 'AL049869.2_tpm_unstranded', 'AL139022.1_tpm_unstranded', 'AL132796.2_tpm_unstranded', 'AC103996.3_tpm_unstranded', 'AC008050.1_tpm_unstranded', 'LRP1-AS_tpm_unstranded', 'AL161752.1_tpm_unstranded', 'LINC00648_tpm_unstranded', 'AL133371.3_tpm_unstranded', 'AL161757.5_tpm_unstranded', 'LINC00924_tpm_unstranded', 'AL445363.2_tpm_unstranded', 'AL049780.2_tpm_unstranded', 'LINC00644_tpm_unstranded', 'AL356017.1_tpm_unstranded', 'AC005476.2_tpm_unstranded', 'AL445074.1_tpm_unstranded', 'LINC00929_tpm_unstranded', 'AC104002.2_tpm_unstranded', 'AC004816.1_tpm_unstranded', 'AL096869.2_tpm_unstranded', 'AL049836.2_tpm_unstranded', 'AC104002.3_tpm_unstranded', 'AC090985.2_tpm_unstranded', 'AC023024.1_tpm_unstranded', 'AC108451.1_tpm_unstranded', 'AC018946.1_tpm_unstranded', 'AC023906.2_tpm_unstranded', 'AC012378.1_tpm_unstranded', 'AC114546.1_tpm_unstranded', 'AC019254.1_tpm_unstranded', 'AC090971.1_tpm_unstranded', 'AC122108.1_tpm_unstranded', 'AC025040.1_tpm_unstranded', 'AC020891.1_tpm_unstranded', 'HMBOX1-IT1_tpm_unstranded', 'AC020658.2_tpm_unstranded', 'AC022523.1_tpm_unstranded', 'AC068722.1_tpm_unstranded', 'AC090971.2_tpm_unstranded', 'AC012568.1_tpm_unstranded', 'AC016044.1_tpm_unstranded', 'AC073964.1_tpm_unstranded', 'AC004943.1_tpm_unstranded', 'AC013356.2_tpm_unstranded', 'AC103739.1_tpm_unstranded', 'AC105133.1_tpm_unstranded', 'AC027237.2_tpm_unstranded', 'LINC00928_tpm_unstranded', 'AC084855.2_tpm_unstranded', 'AC023905.1_tpm_unstranded', 'AC027088.2_tpm_unstranded', 'AC009654.1_tpm_unstranded', 'LINC02345_tpm_unstranded', 'LINC02323_tpm_unstranded', 'ANKRD34C-AS1_tpm_unstranded', 'AC066612.1_tpm_unstranded', 'LINC02490_tpm_unstranded', 'AC092755.2_tpm_unstranded', 'MIR4713HG_tpm_unstranded', 'AC020892.1_tpm_unstranded', 'AC002306.1_tpm_unstranded', 'AC048382.2_tpm_unstranded', 'LINC02853_tpm_unstranded', 'USP3-AS1_tpm_unstranded', 'AC018904.1_tpm_unstranded', 'AC104590.1_tpm_unstranded', 'AC026583.1_tpm_unstranded', 'AC022405.1_tpm_unstranded', 'AC073941.1_tpm_unstranded', 'LINC01895_tpm_unstranded', 'AC027088.3_tpm_unstranded', 'LINC02622_tpm_unstranded', 'AC007950.1_tpm_unstranded', 'AC109630.1_tpm_unstranded', 'AC107241.1_tpm_unstranded', 'AC087477.2_tpm_unstranded', 'AC087286.1_tpm_unstranded', 'AC127522.1_tpm_unstranded', 'AC087878.1_tpm_unstranded', 'AC018563.1_tpm_unstranded', 'LINGO1-AS2_tpm_unstranded', 'SPATA8-AS1_tpm_unstranded', 'AC109462.1_tpm_unstranded', 'LINC02349_tpm_unstranded', 'AC025431.1_tpm_unstranded', 'AC010809.1_tpm_unstranded', 'LINC02206_tpm_unstranded', 'AP001007.3_tpm_unstranded', 'ZNF710-AS1_tpm_unstranded', 'LIPC-AS1_tpm_unstranded', 'AC005096.1_tpm_unstranded', 'AC020892.2_tpm_unstranded', 'AC020891.2_tpm_unstranded', 'PLCB2-AS1_tpm_unstranded', 'AC021818.1_tpm_unstranded', 'AC087477.3_tpm_unstranded', 'AC103739.2_tpm_unstranded', 'AF111167.2_tpm_unstranded', 'AC022523.3_tpm_unstranded', 'AL136295.2_tpm_unstranded', 'AC090607.1_tpm_unstranded', 'AC116158.1_tpm_unstranded', 'AC023906.3_tpm_unstranded', 'AC009432.1_tpm_unstranded', 'LINC00596_tpm_unstranded', 'AC021231.1_tpm_unstranded', 'AC015660.1_tpm_unstranded', 'AC025580.1_tpm_unstranded', 'TMC3-AS1_tpm_unstranded', 'AC013652.1_tpm_unstranded', 'AC087482.1_tpm_unstranded', 'AC011921.1_tpm_unstranded', 'AC015914.1_tpm_unstranded', 'AC091117.1_tpm_unstranded', 'AC090515.4_tpm_unstranded', 'AC025580.2_tpm_unstranded', 'AC022710.1_tpm_unstranded', 'AL590133.2_tpm_unstranded', 'AC012409.1_tpm_unstranded', 'AC009558.1_tpm_unstranded', 'LINC00927_tpm_unstranded', 'AC046168.1_tpm_unstranded', 'AC090825.1_tpm_unstranded', 'AC013356.3_tpm_unstranded', 'AC019254.2_tpm_unstranded', 'AC108449.2_tpm_unstranded', 'AC087286.2_tpm_unstranded', 'AC013356.4_tpm_unstranded', 'AC103740.1_tpm_unstranded', 'AC087286.3_tpm_unstranded', 'AC090907.1_tpm_unstranded', 'AC026770.1_tpm_unstranded', 'AC087473.1_tpm_unstranded', 'AC012414.2_tpm_unstranded', 'AC066612.2_tpm_unstranded', 'AC022196.1_tpm_unstranded', 'AC087516.1_tpm_unstranded', 'AC087721.1_tpm_unstranded', 'AC090970.1_tpm_unstranded', 'AC090515.5_tpm_unstranded', 'AC020704.1_tpm_unstranded', 'AC021739.2_tpm_unstranded', 'AC010809.2_tpm_unstranded', 'BMF-AS1_tpm_unstranded', 'AC009292.2_tpm_unstranded', 'AC012291.2_tpm_unstranded', 'LINC02883_tpm_unstranded', 'AC091117.2_tpm_unstranded', 'AC046168.2_tpm_unstranded', 'AC091100.1_tpm_unstranded', 'AC113146.1_tpm_unstranded', 'IRAIN_tpm_unstranded', 'AC027237.3_tpm_unstranded', 'CERS3-AS1_tpm_unstranded', 'AC023908.1_tpm_unstranded', 'AC068875.1_tpm_unstranded', 'AC010247.2_tpm_unstranded', 'AC093334.1_tpm_unstranded', 'MAPK6-DT_tpm_unstranded', 'LINC01833_tpm_unstranded', 'AC105339.3_tpm_unstranded', 'AC012414.3_tpm_unstranded', 'AL161669.1_tpm_unstranded', 'AC055874.1_tpm_unstranded', 'AC013652.2_tpm_unstranded', 'LINC02352_tpm_unstranded', 'AC087286.4_tpm_unstranded', 'ADNP-AS1_tpm_unstranded', 'AC100826.1_tpm_unstranded', 'MGC15885_tpm_unstranded', 'LINC02568_tpm_unstranded', 'AC078909.1_tpm_unstranded', 'CPEB1-AS1_tpm_unstranded', 'AC020661.2_tpm_unstranded', 'AC079203.2_tpm_unstranded', 'AC084757.2_tpm_unstranded', 'LINC01169_tpm_unstranded', 'LINC02205_tpm_unstranded', 'AC027228.1_tpm_unstranded', 'AC036108.1_tpm_unstranded', 'AC018904.2_tpm_unstranded', 'AC024651.1_tpm_unstranded', 'AC012404.1_tpm_unstranded', 'RORA-AS2_tpm_unstranded', 'AL355073.1_tpm_unstranded', 'LINC02253_tpm_unstranded', 'AC023355.1_tpm_unstranded', 'AC016705.2_tpm_unstranded', 'TPM1-AS_tpm_unstranded', 'AC090519.1_tpm_unstranded', 'AC048383.1_tpm_unstranded', 'AC026992.1_tpm_unstranded', 'AL132801.1_tpm_unstranded', 'AC027243.1_tpm_unstranded', 'AL117209.1_tpm_unstranded', 'LINC02169_tpm_unstranded', 'LINC01583_tpm_unstranded', 'AC051619.3_tpm_unstranded', 'AC051619.4_tpm_unstranded', 'INO80-AS1_tpm_unstranded', 'AC022613.2_tpm_unstranded', 'LINC00052_tpm_unstranded', 'AC068397.1_tpm_unstranded', 'AC104574.1_tpm_unstranded', 'AC009269.2_tpm_unstranded', 'AC087477.4_tpm_unstranded', 'AC091045.1_tpm_unstranded', 'AC051619.5_tpm_unstranded', 'AC027020.1_tpm_unstranded', 'AP001150.1_tpm_unstranded', 'AC087477.5_tpm_unstranded', 'AC060809.1_tpm_unstranded', 'AC021739.3_tpm_unstranded', 'AC027808.1_tpm_unstranded', 'AC021483.1_tpm_unstranded', 'AC048382.4_tpm_unstranded', 'AC140725.1_tpm_unstranded', 'AC084882.1_tpm_unstranded', 'AC067863.1_tpm_unstranded', 'AC020687.1_tpm_unstranded', 'AC079075.1_tpm_unstranded', 'AC025430.1_tpm_unstranded', 'AC009554.1_tpm_unstranded', 'LINC01491_tpm_unstranded', 'AC012404.2_tpm_unstranded', 'CERNA1_tpm_unstranded', 'AC087762.1_tpm_unstranded', 'AC023908.2_tpm_unstranded', 'AC026523.1_tpm_unstranded', 'AC015712.2_tpm_unstranded', 'AC021755.2_tpm_unstranded', 'AC114546.2_tpm_unstranded', 'AC012050.1_tpm_unstranded', 'AC073167.1_tpm_unstranded', 'LINC02244_tpm_unstranded', 'AC022898.1_tpm_unstranded', 'AC023034.1_tpm_unstranded', 'AC025043.1_tpm_unstranded', 'AC116158.2_tpm_unstranded', 'AC091073.1_tpm_unstranded', 'AC016595.1_tpm_unstranded', 'AC015712.4_tpm_unstranded', 'AC074212.1_tpm_unstranded', 'AC108449.3_tpm_unstranded', 'LINC01582_tpm_unstranded', 'AC013391.1_tpm_unstranded', 'AC104574.2_tpm_unstranded', 'AC020661.3_tpm_unstranded', 'AC016987.1_tpm_unstranded', 'AC069029.1_tpm_unstranded', 'AC125257.1_tpm_unstranded', 'AC009269.3_tpm_unstranded', 'AC079328.2_tpm_unstranded', 'AC007000.3_tpm_unstranded', 'AC104316.2_tpm_unstranded', 'AC100830.1_tpm_unstranded', 'AC016987.2_tpm_unstranded', 'AC021351.1_tpm_unstranded', 'ST20-AS1_tpm_unstranded', 'AC022613.3_tpm_unstranded', 'AC027237.4_tpm_unstranded', 'AC111152.2_tpm_unstranded', 'AC027808.2_tpm_unstranded', 'AC068397.2_tpm_unstranded', 'AC090181.1_tpm_unstranded', 'AC115102.1_tpm_unstranded', 'AC013452.2_tpm_unstranded', 'AC009996.1_tpm_unstranded', 'AC068831.3_tpm_unstranded', 'AC010478.1_tpm_unstranded', 'LINC02254_tpm_unstranded', 'LINGO1-AS1_tpm_unstranded', 'AC066613.1_tpm_unstranded', 'AC084759.2_tpm_unstranded', 'AC012379.1_tpm_unstranded', 'AC087612.1_tpm_unstranded', 'IQCH-AS1_tpm_unstranded', 'AC018618.1_tpm_unstranded', 'AC103982.1_tpm_unstranded', 'AC066613.2_tpm_unstranded', 'AC090527.1_tpm_unstranded', 'AC091231.1_tpm_unstranded', 'AC084756.1_tpm_unstranded', 'IDH2-DT_tpm_unstranded', 'LINC01220_tpm_unstranded', 'AC107980.1_tpm_unstranded', 'AC104041.1_tpm_unstranded', 'AC136698.1_tpm_unstranded', 'AC126323.2_tpm_unstranded', 'AC012379.2_tpm_unstranded', 'AC020891.3_tpm_unstranded', 'AC024337.1_tpm_unstranded', 'AC124248.1_tpm_unstranded', 'AC084757.3_tpm_unstranded', 'AC090607.3_tpm_unstranded', 'AC023906.4_tpm_unstranded', 'AC106738.1_tpm_unstranded', 'AC023906.5_tpm_unstranded', 'AC013391.2_tpm_unstranded', 'AC022087.1_tpm_unstranded', 'LINC00677_tpm_unstranded', 'LINC02284_tpm_unstranded', 'AC009562.1_tpm_unstranded', 'AC090877.2_tpm_unstranded', 'AL354993.2_tpm_unstranded', 'LINC01581_tpm_unstranded', 'AC106738.2_tpm_unstranded', 'AC103740.2_tpm_unstranded', 'AC092078.1_tpm_unstranded', 'AC022929.1_tpm_unstranded', 'AC092757.2_tpm_unstranded', 'AC012229.1_tpm_unstranded', 'AC092868.2_tpm_unstranded', 'CRTC3-AS1_tpm_unstranded', 'AC087516.2_tpm_unstranded', 'AC009558.2_tpm_unstranded', 'AC009269.4_tpm_unstranded', 'AC092078.2_tpm_unstranded', 'AC090907.2_tpm_unstranded', 'AC100839.1_tpm_unstranded', 'AC091891.1_tpm_unstranded', 'AC007907.1_tpm_unstranded', 'AC015660.2_tpm_unstranded', 'AC078905.1_tpm_unstranded', 'AC021739.4_tpm_unstranded', 'LINC02157_tpm_unstranded', 'PCSK6-AS1_tpm_unstranded', 'AC022558.1_tpm_unstranded', 'AC004943.2_tpm_unstranded', 'AC092756.1_tpm_unstranded', 'AC012236.1_tpm_unstranded', 'AC012100.2_tpm_unstranded', 'AC243562.3_tpm_unstranded', 'AL138976.2_tpm_unstranded', 'AC093426.1_tpm_unstranded', 'LINC01922_tpm_unstranded', 'AC009065.1_tpm_unstranded', 'AC008915.1_tpm_unstranded', 'LINC02259_tpm_unstranded', 'LINC02109_tpm_unstranded', 'AL596325.1_tpm_unstranded', 'AL096869.3_tpm_unstranded', 'AC092325.1_tpm_unstranded', 'AC104758.1_tpm_unstranded', 'AC013726.1_tpm_unstranded', 'AC020978.1_tpm_unstranded', 'AC138625.1_tpm_unstranded', 'AC012640.2_tpm_unstranded', 'AC027682.1_tpm_unstranded', 'AC022558.2_tpm_unstranded', 'AC009093.1_tpm_unstranded', 'AC002519.1_tpm_unstranded', 'AC138028.3_tpm_unstranded', 'AC102941.1_tpm_unstranded', 'LINC02769_tpm_unstranded', 'AC087565.1_tpm_unstranded', 'AL606760.3_tpm_unstranded', 'AC018767.1_tpm_unstranded', 'AC083843.2_tpm_unstranded', 'AC018845.1_tpm_unstranded', 'AC072061.1_tpm_unstranded', 'AC026461.1_tpm_unstranded', 'AL355596.1_tpm_unstranded', 'LINC00567_tpm_unstranded', 'AC138625.2_tpm_unstranded', 'AL365361.1_tpm_unstranded', 'LINC01904_tpm_unstranded', 'Z97653.1_tpm_unstranded', 'LINC01566_tpm_unstranded', 'AC007610.1_tpm_unstranded', 'AC092131.1_tpm_unstranded', 'LINC02126_tpm_unstranded', 'AP005233.1_tpm_unstranded', 'AC007749.1_tpm_unstranded', 'AC010266.1_tpm_unstranded', 'AC026336.2_tpm_unstranded', 'SH3RF3-AS1_tpm_unstranded', 'AL390728.6_tpm_unstranded', 'AC105411.1_tpm_unstranded', 'AL163952.1_tpm_unstranded', 'AL022344.1_tpm_unstranded', 'AC024651.2_tpm_unstranded', 'AC130456.1_tpm_unstranded', 'AC010333.1_tpm_unstranded', 'AC009113.1_tpm_unstranded', 'AC126323.3_tpm_unstranded', 'AC092384.2_tpm_unstranded', 'EHD4-AS1_tpm_unstranded', 'NR4A1AS_tpm_unstranded', 'FIGNL2-DT_tpm_unstranded', 'AC093802.2_tpm_unstranded', 'AC107375.1_tpm_unstranded', 'AC106820.2_tpm_unstranded', 'AC010333.2_tpm_unstranded', 'PWRN1_tpm_unstranded', 'AC120045.1_tpm_unstranded', 'AC004817.2_tpm_unstranded', 'AC120498.1_tpm_unstranded', 'AC023813.1_tpm_unstranded', 'AC009063.1_tpm_unstranded', 'AC017071.1_tpm_unstranded', 'AC007938.1_tpm_unstranded', 'AC022819.1_tpm_unstranded', 'AC026461.2_tpm_unstranded', 'AC130456.2_tpm_unstranded', 'AC007342.1_tpm_unstranded', 'AC011840.2_tpm_unstranded', 'AC010601.1_tpm_unstranded', 'AC051619.6_tpm_unstranded', 'AC009065.2_tpm_unstranded', 'AC009754.1_tpm_unstranded', 'AC023158.1_tpm_unstranded', 'AC022167.1_tpm_unstranded', 'AC109449.1_tpm_unstranded', 'AC084782.1_tpm_unstranded', 'AL050341.2_tpm_unstranded', 'CDRT7_tpm_unstranded', 'AC027682.2_tpm_unstranded', 'BX005019.1_tpm_unstranded', 'LINC02124_tpm_unstranded', 'AC009133.2_tpm_unstranded', 'AL138756.1_tpm_unstranded', 'IL21R-AS1_tpm_unstranded', 'AC008741.1_tpm_unstranded', 'AC107068.1_tpm_unstranded', 'AL354712.1_tpm_unstranded', 'THSD4-AS1_tpm_unstranded', 'AC087761.1_tpm_unstranded', 'AC093283.1_tpm_unstranded', 'AL049838.1_tpm_unstranded', 'AC099668.1_tpm_unstranded', 'AC009120.2_tpm_unstranded', 'LINC00261_tpm_unstranded', 'AC093010.2_tpm_unstranded', 'AL121578.1_tpm_unstranded', 'AF096876.1_tpm_unstranded', 'AC017100.1_tpm_unstranded', 'AC103876.1_tpm_unstranded', 'AC135782.2_tpm_unstranded', 'AC025287.1_tpm_unstranded', 'AL353796.1_tpm_unstranded', 'AC106729.1_tpm_unstranded', 'AL133279.3_tpm_unstranded', 'AC009054.1_tpm_unstranded', 'AL133338.1_tpm_unstranded', 'AC018767.2_tpm_unstranded', 'AC092138.1_tpm_unstranded', 'AC027601.1_tpm_unstranded', 'AP001527.1_tpm_unstranded', 'LINC02130_tpm_unstranded', 'AC132938.1_tpm_unstranded', 'AC010547.2_tpm_unstranded', 'AC138811.1_tpm_unstranded', 'AC040169.1_tpm_unstranded', 'LINC01992_tpm_unstranded', 'AC098934.2_tpm_unstranded', 'AL031716.1_tpm_unstranded', 'CRIM1-DT_tpm_unstranded', 'LINC02189_tpm_unstranded', 'AC007608.2_tpm_unstranded', 'AC076968.1_tpm_unstranded', 'NORAD_tpm_unstranded', 'LCMT1-AS2_tpm_unstranded', 'AC051619.7_tpm_unstranded', 'AC104938.1_tpm_unstranded', 'AC009090.1_tpm_unstranded', 'AC007495.1_tpm_unstranded', 'AC025810.1_tpm_unstranded', 'AL162632.3_tpm_unstranded', 'AL031600.1_tpm_unstranded', 'AC023813.3_tpm_unstranded', 'LINC01571_tpm_unstranded', 'AC018767.3_tpm_unstranded', 'AC092620.2_tpm_unstranded', 'AC009088.1_tpm_unstranded', 'AL512408.1_tpm_unstranded', 'AC092332.1_tpm_unstranded', 'AC112176.1_tpm_unstranded', 'AC006960.3_tpm_unstranded', 'AC012178.1_tpm_unstranded', 'AC008938.1_tpm_unstranded', 'AC023824.1_tpm_unstranded', 'AC104794.3_tpm_unstranded', 'MIR762HG_tpm_unstranded', 'AC126773.3_tpm_unstranded', 'AC007611.1_tpm_unstranded', 'DDX59-AS1_tpm_unstranded', 'AC092435.3_tpm_unstranded', 'AC093752.3_tpm_unstranded', 'AC034111.1_tpm_unstranded', 'LINC00564_tpm_unstranded', 'AC106820.3_tpm_unstranded', 'AL512604.3_tpm_unstranded', 'AC008074.2_tpm_unstranded', 'LINC01070_tpm_unstranded', 'AC005606.1_tpm_unstranded', 'AC026464.2_tpm_unstranded', 'AC012184.1_tpm_unstranded', 'AC012174.1_tpm_unstranded', 'AL157700.1_tpm_unstranded', 'AC104066.3_tpm_unstranded', 'AC138028.4_tpm_unstranded', 'AC068987.1_tpm_unstranded', 'AC013565.1_tpm_unstranded', 'AGBL1-AS1_tpm_unstranded', 'AC136431.1_tpm_unstranded', 'LINC00556_tpm_unstranded', 'AL032819.1_tpm_unstranded', 'MMP2-AS1_tpm_unstranded', 'AC008915.2_tpm_unstranded', 'AL132657.2_tpm_unstranded', 'AC145350.2_tpm_unstranded', 'AC068135.2_tpm_unstranded', 'AC023825.2_tpm_unstranded', 'AC009090.2_tpm_unstranded', 'LINC02673_tpm_unstranded', 'AC020763.1_tpm_unstranded', 'AC137761.1_tpm_unstranded', 'AC011468.1_tpm_unstranded', 'AC134312.2_tpm_unstranded', 'AC012508.1_tpm_unstranded', 'AC134312.3_tpm_unstranded', 'AC093249.2_tpm_unstranded', 'AC008269.2_tpm_unstranded', 'LINC01413_tpm_unstranded', 'AC020779.2_tpm_unstranded', 'AC141586.2_tpm_unstranded', 'AC126696.1_tpm_unstranded', 'AL162741.1_tpm_unstranded', 'AC120498.2_tpm_unstranded', 'AC108097.1_tpm_unstranded', 'AC009097.1_tpm_unstranded', 'LINC02137_tpm_unstranded', 'AC002464.1_tpm_unstranded', 'AL807752.5_tpm_unstranded', 'LINC02240_tpm_unstranded', 'LINC02846_tpm_unstranded', 'AC007496.1_tpm_unstranded', 'AC124798.1_tpm_unstranded', 'AC010889.1_tpm_unstranded', 'AC009102.1_tpm_unstranded', 'AC141273.1_tpm_unstranded', 'AL109954.1_tpm_unstranded', 'AL157831.2_tpm_unstranded', 'AC105020.2_tpm_unstranded', 'AP000842.3_tpm_unstranded', 'AC092718.2_tpm_unstranded', 'AC104640.1_tpm_unstranded', 'CD2BP2-DT_tpm_unstranded', 'AC099511.1_tpm_unstranded', 'AC009119.1_tpm_unstranded', 'KDM7A-DT_tpm_unstranded', 'PWRN4_tpm_unstranded', 'ZNRD2-AS1_tpm_unstranded', 'AC105020.3_tpm_unstranded', 'AC099778.1_tpm_unstranded', 'AC092130.1_tpm_unstranded', 'LINC02533_tpm_unstranded', 'AC091489.1_tpm_unstranded', 'AC104083.1_tpm_unstranded', 'AC000032.1_tpm_unstranded', 'AC007608.3_tpm_unstranded', 'AC009087.1_tpm_unstranded', 'AC084262.1_tpm_unstranded', 'AP000997.3_tpm_unstranded', 'AP001063.1_tpm_unstranded', 'AL035071.1_tpm_unstranded', 'LINC02166_tpm_unstranded', 'SNHG19_tpm_unstranded', 'AC139887.3_tpm_unstranded', 'LINC02194_tpm_unstranded', 'LINC02562_tpm_unstranded', 'AC026471.1_tpm_unstranded', 'LINC00919_tpm_unstranded', 'AC105036.3_tpm_unstranded', 'AL132996.1_tpm_unstranded', 'AL359711.2_tpm_unstranded', 'AC068338.2_tpm_unstranded', 'AC022167.2_tpm_unstranded', 'AC009019.1_tpm_unstranded', 'AC098818.2_tpm_unstranded', 'AC137932.1_tpm_unstranded', 'SLX1B-SULT1A4_tpm_unstranded', 'ITFG1-AS1_tpm_unstranded', 'AL133367.1_tpm_unstranded', 'AC019294.2_tpm_unstranded', 'AC093515.1_tpm_unstranded', 'AC106820.4_tpm_unstranded', 'AC095057.3_tpm_unstranded', 'LINC01882_tpm_unstranded', 'AC108206.1_tpm_unstranded', 'AC009088.2_tpm_unstranded', 'NTRK3-AS1_tpm_unstranded', 'AC092375.2_tpm_unstranded', 'AC027277.2_tpm_unstranded', 'AC138907.1_tpm_unstranded', 'AC140658.2_tpm_unstranded', 'AL008727.1_tpm_unstranded', 'AC009812.4_tpm_unstranded', 'AC098657.2_tpm_unstranded', 'AC104024.2_tpm_unstranded', 'AC007541.1_tpm_unstranded', 'AC079148.1_tpm_unstranded', 'AC091544.4_tpm_unstranded', 'LINC01570_tpm_unstranded', 'HEXA-AS1_tpm_unstranded', 'LINC02176_tpm_unstranded', 'LINC01043_tpm_unstranded', 'AC009052.1_tpm_unstranded', 'AP007216.1_tpm_unstranded', 'AC087190.1_tpm_unstranded', 'AC012173.1_tpm_unstranded', 'AC024270.1_tpm_unstranded', 'AC092287.1_tpm_unstranded', 'AL353708.1_tpm_unstranded', 'AC106028.3_tpm_unstranded', 'AC007218.1_tpm_unstranded', 'AC009055.1_tpm_unstranded', 'AC026803.1_tpm_unstranded', 'AC109460.1_tpm_unstranded', 'AC027373.1_tpm_unstranded', 'AC120024.1_tpm_unstranded', 'AC215217.1_tpm_unstranded', 'AQP4-AS1_tpm_unstranded', 'AC083801.2_tpm_unstranded', 'AC109597.1_tpm_unstranded', 'AC007610.2_tpm_unstranded', 'AL356961.1_tpm_unstranded', 'AC009108.2_tpm_unstranded', 'LINC00562_tpm_unstranded', 'AL360014.1_tpm_unstranded', 'AC022336.2_tpm_unstranded', 'AC090518.1_tpm_unstranded', 'AC026462.2_tpm_unstranded', 'LINC02867_tpm_unstranded', 'AC068700.1_tpm_unstranded', 'AL513534.2_tpm_unstranded', 'AP002761.4_tpm_unstranded', 'AC133485.2_tpm_unstranded', 'AC120498.3_tpm_unstranded', 'AC009852.1_tpm_unstranded', 'AC012414.4_tpm_unstranded', 'AL353746.1_tpm_unstranded', 'AL096828.2_tpm_unstranded', 'AC092127.1_tpm_unstranded', 'AL023284.4_tpm_unstranded', 'AC138869.2_tpm_unstranded', 'LINC02182_tpm_unstranded', 'Z97205.2_tpm_unstranded', 'LINC02367_tpm_unstranded', 'AL031709.1_tpm_unstranded', 'AC008060.4_tpm_unstranded', 'AC099518.1_tpm_unstranded', 'LINC01917_tpm_unstranded', 'AC093525.3_tpm_unstranded', 'LMF1-AS1_tpm_unstranded', 'LINC01544_tpm_unstranded', 'AC020978.2_tpm_unstranded', 'ATP2A1-AS1_tpm_unstranded', 'AC009065.3_tpm_unstranded', 'LCMT1-AS1_tpm_unstranded', 'LINC02134_tpm_unstranded', 'AL355607.2_tpm_unstranded', 'NBAT1_tpm_unstranded', 'AC027458.1_tpm_unstranded', 'AL365181.1_tpm_unstranded', 'AL133355.1_tpm_unstranded', 'AL049796.1_tpm_unstranded', 'AC018557.1_tpm_unstranded', 'AC126696.2_tpm_unstranded', 'AC018552.2_tpm_unstranded', 'LINC01290_tpm_unstranded', 'INSYN1-AS1_tpm_unstranded', 'AC023794.5_tpm_unstranded', 'AC068987.2_tpm_unstranded', 'AL353719.1_tpm_unstranded', 'AC104794.4_tpm_unstranded', 'LINC01584_tpm_unstranded', 'AC007333.1_tpm_unstranded', 'AC009145.1_tpm_unstranded', 'AC008870.1_tpm_unstranded', 'AC131902.1_tpm_unstranded', 'AC116348.1_tpm_unstranded', 'AC007216.1_tpm_unstranded', 'CISTR_tpm_unstranded', 'AC011773.4_tpm_unstranded', 'AC009148.1_tpm_unstranded', 'AC009041.1_tpm_unstranded', 'AC126696.3_tpm_unstranded', 'AC010336.2_tpm_unstranded', 'AC010551.1_tpm_unstranded', 'AC096644.3_tpm_unstranded', 'AC133919.1_tpm_unstranded', 'AL590787.1_tpm_unstranded', 'AC004381.1_tpm_unstranded', 'AC009145.2_tpm_unstranded', 'AC034229.2_tpm_unstranded', 'AC009093.2_tpm_unstranded', 'AC096734.2_tpm_unstranded', 'AC010547.3_tpm_unstranded', 'AC109347.1_tpm_unstranded', 'FAM157C_tpm_unstranded', 'AC010551.2_tpm_unstranded', 'AL031598.1_tpm_unstranded', 'AC100827.3_tpm_unstranded', 'AL035071.2_tpm_unstranded', 'AL031722.1_tpm_unstranded', 'AL499627.1_tpm_unstranded', 'AC026771.1_tpm_unstranded', 'AC136618.1_tpm_unstranded', 'PWRN2_tpm_unstranded', 'AC023043.1_tpm_unstranded', 'AC092681.2_tpm_unstranded', 'AC018557.2_tpm_unstranded', 'AC132872.1_tpm_unstranded', 'AL161912.2_tpm_unstranded', 'ERVK13-1_tpm_unstranded', 'AC127459.1_tpm_unstranded', 'AC074050.2_tpm_unstranded', 'AC090398.1_tpm_unstranded', 'AC133550.2_tpm_unstranded', 'AC069224.1_tpm_unstranded', 'AC007493.1_tpm_unstranded', 'AL360157.1_tpm_unstranded', 'AC133485.3_tpm_unstranded', 'AC126773.4_tpm_unstranded', 'AC110597.1_tpm_unstranded', 'AC024270.2_tpm_unstranded', 'AC009035.1_tpm_unstranded', 'AC011374.1_tpm_unstranded', 'AP000223.1_tpm_unstranded', 'AL359851.1_tpm_unstranded', 'AC064799.2_tpm_unstranded', 'AC027702.1_tpm_unstranded', 'STAM-AS1_tpm_unstranded', 'AC130456.3_tpm_unstranded', 'AC009097.2_tpm_unstranded', 'AC099313.1_tpm_unstranded', 'AC012531.1_tpm_unstranded', 'AC011467.1_tpm_unstranded', 'AC092125.1_tpm_unstranded', 'AC131391.1_tpm_unstranded', 'AL590004.3_tpm_unstranded', 'AC027688.1_tpm_unstranded', 'AC024270.3_tpm_unstranded', 'AC106785.2_tpm_unstranded', 'AC009097.3_tpm_unstranded', 'Z98885.2_tpm_unstranded', 'AC007728.1_tpm_unstranded', 'AC138028.5_tpm_unstranded', 'AC025917.1_tpm_unstranded', 'AC068870.1_tpm_unstranded', 'AC027688.2_tpm_unstranded', 'AC092140.1_tpm_unstranded', 'AC018943.1_tpm_unstranded', 'AC026471.2_tpm_unstranded', 'AC136944.1_tpm_unstranded', 'BGLT3_tpm_unstranded', 'SNAI3-AS1_tpm_unstranded', 'AC010207.1_tpm_unstranded', 'AC012508.2_tpm_unstranded', 'AC092338.1_tpm_unstranded', 'AP003115.1_tpm_unstranded', 'AC114811.2_tpm_unstranded', 'AC139426.2_tpm_unstranded', 'AL359715.2_tpm_unstranded', 'AL031705.1_tpm_unstranded', 'AC127537.1_tpm_unstranded', 'AC020658.3_tpm_unstranded', 'AC010542.1_tpm_unstranded', 'AF213884.3_tpm_unstranded', 'AC237221.1_tpm_unstranded', 'AC107871.2_tpm_unstranded', 'AC138305.1_tpm_unstranded', 'AC009113.2_tpm_unstranded', 'AC116903.2_tpm_unstranded', 'AC004158.1_tpm_unstranded', 'AL096870.2_tpm_unstranded', 'AC134508.1_tpm_unstranded', 'AC010536.2_tpm_unstranded', 'AC100827.4_tpm_unstranded', 'AL034376.1_tpm_unstranded', 'LINC01541_tpm_unstranded', 'AL445531.1_tpm_unstranded', 'AP007216.2_tpm_unstranded', 'AC130456.4_tpm_unstranded', 'AL591643.1_tpm_unstranded', 'AC008669.1_tpm_unstranded', 'AC026150.1_tpm_unstranded', 'AC009145.3_tpm_unstranded', 'AC022164.1_tpm_unstranded', 'AL591848.2_tpm_unstranded', 'AC025284.1_tpm_unstranded', 'LINC00543_tpm_unstranded', 'AC022166.1_tpm_unstranded', 'AL118516.1_tpm_unstranded', 'AC120498.4_tpm_unstranded', 'AL121839.2_tpm_unstranded', 'AC093536.2_tpm_unstranded', 'AC009133.3_tpm_unstranded', 'LINC01243_tpm_unstranded', 'AF067845.1_tpm_unstranded', 'AC007598.1_tpm_unstranded', 'AC005307.1_tpm_unstranded', 'AC046158.1_tpm_unstranded', 'LINC01227_tpm_unstranded', 'LINC00554_tpm_unstranded', 'AC010760.1_tpm_unstranded', 'AC026471.3_tpm_unstranded', 'AC099482.1_tpm_unstranded', 'AC009962.1_tpm_unstranded', 'AC007823.1_tpm_unstranded', 'AC007494.2_tpm_unstranded', 'AC092720.1_tpm_unstranded', 'AC008870.2_tpm_unstranded', 'AC010542.2_tpm_unstranded', 'AC131649.1_tpm_unstranded', 'AC093520.1_tpm_unstranded', 'AP001120.1_tpm_unstranded', 'AC106754.1_tpm_unstranded', 'AC106799.3_tpm_unstranded', 'AL138918.1_tpm_unstranded', 'AC012321.1_tpm_unstranded', 'AC055855.1_tpm_unstranded', 'AC021087.3_tpm_unstranded', 'AC061975.1_tpm_unstranded', 'AC009065.4_tpm_unstranded', 'AP001180.1_tpm_unstranded', 'AC087463.1_tpm_unstranded', 'CASC17_tpm_unstranded', 'AC108099.1_tpm_unstranded', 'AC009063.2_tpm_unstranded', 'AC092338.2_tpm_unstranded', 'LINC02280_tpm_unstranded', 'AC003102.1_tpm_unstranded', 'AC145285.3_tpm_unstranded', 'AC099314.1_tpm_unstranded', 'Z84723.1_tpm_unstranded', 'LINC01963_tpm_unstranded', 'AC092803.1_tpm_unstranded', 'AL163051.1_tpm_unstranded', 'CEROX1_tpm_unstranded', 'AP003096.1_tpm_unstranded', 'AL135818.2_tpm_unstranded', 'AC073657.1_tpm_unstranded', 'AC027279.1_tpm_unstranded', 'AC026461.3_tpm_unstranded', 'AC138869.3_tpm_unstranded', 'AL135744.1_tpm_unstranded', 'AC125793.1_tpm_unstranded', 'AC009055.2_tpm_unstranded', 'AC007223.1_tpm_unstranded', 'AC022893.2_tpm_unstranded', 'LINC01964_tpm_unstranded', 'AC138907.2_tpm_unstranded', 'AC133485.5_tpm_unstranded', 'AC092114.1_tpm_unstranded', 'AC007344.1_tpm_unstranded', 'FBXL19-AS1_tpm_unstranded', 'AC109460.2_tpm_unstranded', 'LINC02184_tpm_unstranded', 'AL591848.3_tpm_unstranded', 'AC018558.1_tpm_unstranded', 'AC010551.3_tpm_unstranded', 'AC025280.1_tpm_unstranded', 'AC099506.1_tpm_unstranded', 'AC009107.1_tpm_unstranded', 'LINC01960_tpm_unstranded', 'AC093510.2_tpm_unstranded', 'AC106820.5_tpm_unstranded', 'LINC01229_tpm_unstranded', 'AP005233.2_tpm_unstranded', 'AC104072.1_tpm_unstranded', 'AL359258.2_tpm_unstranded', 'HCCAT5_tpm_unstranded', 'AC009120.3_tpm_unstranded', 'TAT-AS1_tpm_unstranded', 'CASC22_tpm_unstranded', 'AC020978.3_tpm_unstranded', 'AC105020.4_tpm_unstranded', 'AC027682.3_tpm_unstranded', 'AP003071.1_tpm_unstranded', 'ARLNC1_tpm_unstranded', 'ADPGK-AS1_tpm_unstranded', 'AC106886.2_tpm_unstranded', 'LINC02011_tpm_unstranded', 'AC009021.1_tpm_unstranded', 'AC015818.2_tpm_unstranded', 'LINC00565_tpm_unstranded', 'AC135050.3_tpm_unstranded', 'AL158206.1_tpm_unstranded', 'LINC01254_tpm_unstranded', 'AL158212.3_tpm_unstranded', 'AC107398.3_tpm_unstranded', 'AC100835.1_tpm_unstranded', 'AL031985.3_tpm_unstranded', 'AC142086.4_tpm_unstranded', 'AC009139.1_tpm_unstranded', 'LINC02193_tpm_unstranded', 'LINC01311_tpm_unstranded', 'AC016134.1_tpm_unstranded', 'AC009107.2_tpm_unstranded', 'LINC01416_tpm_unstranded', 'AC009119.2_tpm_unstranded', 'AC130456.5_tpm_unstranded', 'AC025272.1_tpm_unstranded', 'LINC00622_tpm_unstranded', 'CAPN10-DT_tpm_unstranded', 'LINC02555_tpm_unstranded', 'FOXC2-AS1_tpm_unstranded', 'AC109495.1_tpm_unstranded', 'AL356489.2_tpm_unstranded', 'AL390195.2_tpm_unstranded', 'AP006545.1_tpm_unstranded', 'AC005100.1_tpm_unstranded', 'AC009093.4_tpm_unstranded', 'AL133297.1_tpm_unstranded', 'AC100821.2_tpm_unstranded', 'AC126323.5_tpm_unstranded', 'AC023824.3_tpm_unstranded', 'AC087463.2_tpm_unstranded', 'LINC00557_tpm_unstranded', 'AC026462.3_tpm_unstranded', 'AP001486.2_tpm_unstranded', 'WWOX-AS1_tpm_unstranded', 'AC006288.1_tpm_unstranded', 'AC119674.1_tpm_unstranded', 'Z98259.1_tpm_unstranded', 'AC009021.2_tpm_unstranded', 'AC138907.3_tpm_unstranded', 'AC007333.2_tpm_unstranded', 'LINC01633_tpm_unstranded', 'AC126407.1_tpm_unstranded', 'AC022167.3_tpm_unstranded', 'AC091932.1_tpm_unstranded', 'AC010528.1_tpm_unstranded', 'AC126335.1_tpm_unstranded', 'AC090260.1_tpm_unstranded', 'AL133297.2_tpm_unstranded', 'Z94057.1_tpm_unstranded', 'DOCK9-DT_tpm_unstranded', 'AL512634.1_tpm_unstranded', 'BX255925.1_tpm_unstranded', 'AC004847.1_tpm_unstranded', 'AC009137.1_tpm_unstranded', 'AC244034.2_tpm_unstranded', 'AC036103.1_tpm_unstranded', 'AL008628.1_tpm_unstranded', 'LINC01572_tpm_unstranded', 'AC141257.1_tpm_unstranded', 'AC115619.1_tpm_unstranded', 'LINC02165_tpm_unstranded', 'AC002101.1_tpm_unstranded', 'AC010132.4_tpm_unstranded', 'AC132825.3_tpm_unstranded', 'AL445471.1_tpm_unstranded', 'AC105046.1_tpm_unstranded', 'AC012322.1_tpm_unstranded', 'AC138304.1_tpm_unstranded', 'AC079171.1_tpm_unstranded', 'AC005730.2_tpm_unstranded', 'AL139348.1_tpm_unstranded', 'AC113418.1_tpm_unstranded', 'AC010266.2_tpm_unstranded', 'AL133457.1_tpm_unstranded', 'LINC02544_tpm_unstranded', 'AC019294.3_tpm_unstranded', 'AP006547.1_tpm_unstranded', 'LINC02129_tpm_unstranded', 'AC007347.1_tpm_unstranded', 'AC107021.2_tpm_unstranded', 'AC036108.2_tpm_unstranded', 'AL450468.2_tpm_unstranded', 'LINC00555_tpm_unstranded', 'AC099508.2_tpm_unstranded', 'AL160286.2_tpm_unstranded', 'AC092718.4_tpm_unstranded', 'AC009139.2_tpm_unstranded', 'LINC02256_tpm_unstranded', 'AL592146.1_tpm_unstranded', 'AC074052.2_tpm_unstranded', 'AC109460.3_tpm_unstranded', 'AL512274.1_tpm_unstranded', 'AC124312.3_tpm_unstranded', 'AP003071.2_tpm_unstranded', 'AL441883.1_tpm_unstranded', 'LINC01195_tpm_unstranded', 'AC016396.2_tpm_unstranded', 'AC009118.1_tpm_unstranded', 'AC009053.2_tpm_unstranded', 'RUNX2-AS1_tpm_unstranded', 'LINC01228_tpm_unstranded', 'LINC02516_tpm_unstranded', 'ZNNT1_tpm_unstranded', 'AC127459.2_tpm_unstranded', 'LINC02178_tpm_unstranded', 'AC141586.3_tpm_unstranded', 'AC007066.2_tpm_unstranded', 'AC136285.1_tpm_unstranded', 'AC073476.2_tpm_unstranded', 'LINC00563_tpm_unstranded', 'AP000766.1_tpm_unstranded', 'AC234775.2_tpm_unstranded', 'AC009063.3_tpm_unstranded', 'AC093904.4_tpm_unstranded', 'LMO7-AS1_tpm_unstranded', 'AC009034.1_tpm_unstranded', 'AC012181.1_tpm_unstranded', 'AL049555.1_tpm_unstranded', 'AC009486.1_tpm_unstranded', 'AC092123.1_tpm_unstranded', 'AL133299.1_tpm_unstranded', 'LINC02473_tpm_unstranded', 'LINC02167_tpm_unstranded', 'AC009065.5_tpm_unstranded', 'AC135050.4_tpm_unstranded', 'RBFADN_tpm_unstranded', 'AC106871.1_tpm_unstranded', 'AC012186.2_tpm_unstranded', 'AL137802.2_tpm_unstranded', 'AC023908.3_tpm_unstranded', 'AC093525.4_tpm_unstranded', 'AC092718.5_tpm_unstranded', 'AC007159.1_tpm_unstranded', 'LINC02131_tpm_unstranded', 'LINC01989_tpm_unstranded', 'AC109597.2_tpm_unstranded', 'AC112484.3_tpm_unstranded', 'AC009154.1_tpm_unstranded', 'AC073429.2_tpm_unstranded', 'AC107027.3_tpm_unstranded', 'AL592424.1_tpm_unstranded', 'AC009053.3_tpm_unstranded', 'AC133919.2_tpm_unstranded', 'AC018845.3_tpm_unstranded', 'LINC02188_tpm_unstranded', 'AC135012.1_tpm_unstranded', 'AL596211.1_tpm_unstranded', 'SPINT1-AS1_tpm_unstranded', 'AC083864.3_tpm_unstranded', 'AC093642.2_tpm_unstranded', 'AC079322.1_tpm_unstranded', 'Z95115.1_tpm_unstranded', 'AL031058.1_tpm_unstranded', 'C16orf97_tpm_unstranded', 'AC013640.1_tpm_unstranded', 'AC134312.4_tpm_unstranded', 'LINC01898_tpm_unstranded', 'AC027130.1_tpm_unstranded', 'AC005774.2_tpm_unstranded', 'AC136944.2_tpm_unstranded', 'Z83847.1_tpm_unstranded', 'AC004449.1_tpm_unstranded', 'LINC00561_tpm_unstranded', 'AL031717.1_tpm_unstranded', 'AL031123.2_tpm_unstranded', 'AC099786.3_tpm_unstranded', 'AL162231.4_tpm_unstranded', 'AC007216.2_tpm_unstranded', 'AC099524.1_tpm_unstranded', 'AC090651.1_tpm_unstranded', 'AC103706.1_tpm_unstranded', 'AC064805.1_tpm_unstranded', 'AC092384.3_tpm_unstranded', 'AC140912.1_tpm_unstranded', 'AC021483.2_tpm_unstranded', 'LINC02133_tpm_unstranded', 'AC092142.1_tpm_unstranded', 'AC009166.1_tpm_unstranded', 'AC009065.6_tpm_unstranded', 'LINC02128_tpm_unstranded', 'AL136038.3_tpm_unstranded', 'AC022165.1_tpm_unstranded', 'AC104758.3_tpm_unstranded', 'AC009120.4_tpm_unstranded', 'LINC01751_tpm_unstranded', 'AL160286.3_tpm_unstranded', 'Z97055.2_tpm_unstranded', 'AC137932.2_tpm_unstranded', 'AP000821.1_tpm_unstranded', 'AC106736.1_tpm_unstranded', 'AC026462.4_tpm_unstranded', 'AC025271.2_tpm_unstranded', 'AC008870.3_tpm_unstranded', 'AC026470.2_tpm_unstranded', 'AC112236.1_tpm_unstranded', 'AC093278.2_tpm_unstranded', 'AC012181.2_tpm_unstranded', 'AC138512.1_tpm_unstranded', 'AC092447.8_tpm_unstranded', 'AP003071.3_tpm_unstranded', 'AC009117.2_tpm_unstranded', 'ATP2C2-AS1_tpm_unstranded', 'AC093525.5_tpm_unstranded', 'AC007906.1_tpm_unstranded', 'AC110491.1_tpm_unstranded', 'AC007601.2_tpm_unstranded', 'AC120498.6_tpm_unstranded', 'AC126323.6_tpm_unstranded', 'AC122134.1_tpm_unstranded', 'AC106779.1_tpm_unstranded', 'LINC02252_tpm_unstranded', 'AC005586.1_tpm_unstranded', 'AC102797.1_tpm_unstranded', 'AC009081.1_tpm_unstranded', 'AC002550.1_tpm_unstranded', 'AC105430.1_tpm_unstranded', 'AC105275.2_tpm_unstranded', 'LINC01834_tpm_unstranded', 'AC055855.2_tpm_unstranded', 'LINC02152_tpm_unstranded', 'AC009061.1_tpm_unstranded', 'AC010168.2_tpm_unstranded', 'LINC02192_tpm_unstranded', 'LINC01355_tpm_unstranded', 'AC134312.5_tpm_unstranded', 'AC016597.1_tpm_unstranded', 'AC116348.2_tpm_unstranded', 'AL353803.4_tpm_unstranded', 'AC005837.1_tpm_unstranded', 'AC021016.1_tpm_unstranded', 'LINC01616_tpm_unstranded', 'AC006538.1_tpm_unstranded', 'AC116348.3_tpm_unstranded', 'AP000439.3_tpm_unstranded', 'LINC02136_tpm_unstranded', 'AC018558.2_tpm_unstranded', 'AC116913.1_tpm_unstranded', 'AC099518.2_tpm_unstranded', 'PYCARD-AS1_tpm_unstranded', 'AC010491.1_tpm_unstranded', 'AC106745.1_tpm_unstranded', 'AC063923.2_tpm_unstranded', 'MANEA-DT_tpm_unstranded', 'AC012645.2_tpm_unstranded', 'AL731537.2_tpm_unstranded', 'AC007533.1_tpm_unstranded', 'VPS9D1-AS1_tpm_unstranded', 'AC022166.2_tpm_unstranded', 'AC010735.1_tpm_unstranded', 'AC091962.1_tpm_unstranded', 'AC023300.1_tpm_unstranded', 'AC009088.3_tpm_unstranded', 'AC027682.4_tpm_unstranded', 'MAFTRR_tpm_unstranded', 'AC087190.2_tpm_unstranded', 'AC007493.2_tpm_unstranded', 'AC007598.2_tpm_unstranded', 'AC027682.5_tpm_unstranded', 'LINC01177_tpm_unstranded', 'AC023824.4_tpm_unstranded', 'AL031710.1_tpm_unstranded', 'AC011525.1_tpm_unstranded', 'AL591222.1_tpm_unstranded', 'AC104758.4_tpm_unstranded', 'AC138627.1_tpm_unstranded', 'AC013565.3_tpm_unstranded', 'AL035425.3_tpm_unstranded', 'AC009142.1_tpm_unstranded', 'AL161938.1_tpm_unstranded', 'AC012645.3_tpm_unstranded', 'AL022069.1_tpm_unstranded', 'AC044798.1_tpm_unstranded', 'TMEM202-AS1_tpm_unstranded', 'AC144833.1_tpm_unstranded', 'AC099518.3_tpm_unstranded', 'AL031600.2_tpm_unstranded', 'AL023803.1_tpm_unstranded', 'LINC01613_tpm_unstranded', 'AC002347.1_tpm_unstranded', 'AC021087.4_tpm_unstranded', 'AL592164.1_tpm_unstranded', 'AC009081.2_tpm_unstranded', 'AC108860.2_tpm_unstranded', 'AL157394.1_tpm_unstranded', 'DKFZP434H168_tpm_unstranded', 'AC124068.2_tpm_unstranded', 'AC023830.1_tpm_unstranded', 'AC018558.3_tpm_unstranded', 'LINC00559_tpm_unstranded', 'AL162412.1_tpm_unstranded', 'AC109446.2_tpm_unstranded', 'AC103724.3_tpm_unstranded', 'AC104964.2_tpm_unstranded', 'LINC01735_tpm_unstranded', 'LINC01003_tpm_unstranded', 'AC009690.2_tpm_unstranded', 'AC004023.1_tpm_unstranded', 'AC099518.4_tpm_unstranded', 'AC136944.4_tpm_unstranded', 'AC099398.1_tpm_unstranded', 'AC096921.2_tpm_unstranded', 'AC020978.4_tpm_unstranded', 'AC009039.1_tpm_unstranded', 'AC092145.1_tpm_unstranded', 'AC084064.1_tpm_unstranded', 'AC026471.4_tpm_unstranded', 'LINC02190_tpm_unstranded', 'AC009163.4_tpm_unstranded', 'AC013391.3_tpm_unstranded', 'AC055876.5_tpm_unstranded', 'AC022167.4_tpm_unstranded', 'AC092725.1_tpm_unstranded', 'PAN3-AS1_tpm_unstranded', 'AC135048.1_tpm_unstranded', 'TBILA_tpm_unstranded', 'AC025271.3_tpm_unstranded', 'AC005674.1_tpm_unstranded', 'LINC00566_tpm_unstranded', 'AC079341.1_tpm_unstranded', 'AC040174.1_tpm_unstranded', 'LINC01686_tpm_unstranded', 'AL031714.1_tpm_unstranded', 'AC141257.2_tpm_unstranded', 'AC092368.3_tpm_unstranded', 'AC009097.4_tpm_unstranded', 'LINC01976_tpm_unstranded', 'LINC00558_tpm_unstranded', 'AC010542.4_tpm_unstranded', 'DLGAP1-AS5_tpm_unstranded', 'AC009167.1_tpm_unstranded', 'AC012615.1_tpm_unstranded', 'AC100774.1_tpm_unstranded', 'AC009065.7_tpm_unstranded', 'AL596244.1_tpm_unstranded', 'AC005086.2_tpm_unstranded', 'AC027279.2_tpm_unstranded', 'AC096996.2_tpm_unstranded', 'AC079414.1_tpm_unstranded', 'AC138915.3_tpm_unstranded', 'AC011978.2_tpm_unstranded', 'AC010931.2_tpm_unstranded', 'AC011939.2_tpm_unstranded', 'AC135782.3_tpm_unstranded', 'AC109460.4_tpm_unstranded', 'AL137782.1_tpm_unstranded', 'AC025277.1_tpm_unstranded', 'LINC01859_tpm_unstranded', 'AC007216.3_tpm_unstranded', 'AC135776.2_tpm_unstranded', 'AC138907.7_tpm_unstranded', 'AC073878.1_tpm_unstranded', 'AC097639.1_tpm_unstranded', 'AL157402.2_tpm_unstranded', 'AP003119.3_tpm_unstranded', 'AC012317.1_tpm_unstranded', 'AL513548.1_tpm_unstranded', 'AC068987.3_tpm_unstranded', 'AC010531.3_tpm_unstranded', 'AL603832.2_tpm_unstranded', 'AC005632.3_tpm_unstranded', 'AC233266.2_tpm_unstranded', 'AC092115.2_tpm_unstranded', 'AC114947.2_tpm_unstranded', 'AC091230.1_tpm_unstranded', 'AP000265.1_tpm_unstranded', 'AC093525.6_tpm_unstranded', 'LINC01858_tpm_unstranded', 'AC036108.3_tpm_unstranded', 'LINC02177_tpm_unstranded', 'LINC02605_tpm_unstranded', 'LINC02179_tpm_unstranded', 'AP003071.4_tpm_unstranded', 'AP005205.1_tpm_unstranded', 'AC005692.2_tpm_unstranded', 'AC007496.2_tpm_unstranded', 'AC022872.1_tpm_unstranded', 'AC018552.3_tpm_unstranded', 'AC026992.2_tpm_unstranded', 'LINC02191_tpm_unstranded', 'LINC02127_tpm_unstranded', 'AC092378.1_tpm_unstranded', 'AL031600.3_tpm_unstranded', 'AL713866.1_tpm_unstranded', 'AC007728.2_tpm_unstranded', 'DISC1FP1_tpm_unstranded', 'AC093849.1_tpm_unstranded', 'AC106730.1_tpm_unstranded', 'AC055717.2_tpm_unstranded', 'AC136285.2_tpm_unstranded', 'AC092337.1_tpm_unstranded', 'AL360270.2_tpm_unstranded', 'AC100803.3_tpm_unstranded', 'BEAN1-AS1_tpm_unstranded', 'Z92544.1_tpm_unstranded', 'AC009065.8_tpm_unstranded', 'TTC39A-AS1_tpm_unstranded', 'LINC00560_tpm_unstranded', 'AC093591.2_tpm_unstranded', 'AC008731.1_tpm_unstranded', 'AC012213.2_tpm_unstranded', 'AL158211.1_tpm_unstranded', 'AC009075.1_tpm_unstranded', 'AL022313.4_tpm_unstranded', 'AC145350.4_tpm_unstranded', 'LINC00838_tpm_unstranded', 'AC018362.1_tpm_unstranded', 'AC068724.1_tpm_unstranded', 'Z97986.1_tpm_unstranded', 'AC092120.1_tpm_unstranded', 'AC134682.1_tpm_unstranded', 'AC136443.4_tpm_unstranded', 'AL353732.1_tpm_unstranded', 'AC010531.4_tpm_unstranded', 'LINC02168_tpm_unstranded', 'LINC00165_tpm_unstranded', 'AC092134.1_tpm_unstranded', 'AC104417.2_tpm_unstranded', 'SSTR5-AS1_tpm_unstranded', 'LINC01477_tpm_unstranded', 'AC009041.2_tpm_unstranded', 'AC092376.1_tpm_unstranded', 'AC008870.4_tpm_unstranded', 'AL138690.1_tpm_unstranded', 'AL133383.1_tpm_unstranded', 'AL034346.1_tpm_unstranded', 'AC074050.3_tpm_unstranded', 'AC116096.1_tpm_unstranded', 'AC002551.1_tpm_unstranded', 'MIR3976HG_tpm_unstranded', 'LINC00922_tpm_unstranded', 'AC138305.2_tpm_unstranded', 'AC116552.1_tpm_unstranded', 'AL512347.1_tpm_unstranded', 'LINC02180_tpm_unstranded', 'AC007603.1_tpm_unstranded', 'AC008555.1_tpm_unstranded', 'AC005592.1_tpm_unstranded', 'AC117382.2_tpm_unstranded', 'AC099518.5_tpm_unstranded', 'LINC02616_tpm_unstranded', 'AC027228.2_tpm_unstranded', 'AC110716.2_tpm_unstranded', 'AC009127.1_tpm_unstranded', 'AC133550.3_tpm_unstranded', 'AC006504.1_tpm_unstranded', 'DNAAF4-CCPG1_tpm_unstranded', 'AC244090.2_tpm_unstranded', 'AC012435.3_tpm_unstranded', 'AC012184.3_tpm_unstranded', 'AC113208.4_tpm_unstranded', 'LINC02582_tpm_unstranded', 'LINC01654_tpm_unstranded', 'AC009054.2_tpm_unstranded', 'AC006058.1_tpm_unstranded', 'AC023830.2_tpm_unstranded', 'AC005606.2_tpm_unstranded', 'AC093627.7_tpm_unstranded', 'AC073878.2_tpm_unstranded', 'AL033527.2_tpm_unstranded', 'AC007406.4_tpm_unstranded', 'AC023824.5_tpm_unstranded', 'LOXL1-AS1_tpm_unstranded', 'AC026470.3_tpm_unstranded', 'LINC02140_tpm_unstranded', 'AC007342.4_tpm_unstranded', 'LINC02141_tpm_unstranded', 'AC133565.1_tpm_unstranded', 'LINC02164_tpm_unstranded', 'AC044798.2_tpm_unstranded', 'AC134312.6_tpm_unstranded', 'AL390718.1_tpm_unstranded', 'AC092138.2_tpm_unstranded', 'AC090826.1_tpm_unstranded', 'AC018362.2_tpm_unstranded', 'AC084782.2_tpm_unstranded', 'LINC00662_tpm_unstranded', 'AC121333.1_tpm_unstranded', 'AC009407.1_tpm_unstranded', 'AL353708.2_tpm_unstranded', 'AC046158.2_tpm_unstranded', 'AC092718.6_tpm_unstranded', 'AL358933.1_tpm_unstranded', 'AC093249.6_tpm_unstranded', 'AC073314.1_tpm_unstranded', 'AC124283.1_tpm_unstranded', 'AC090282.1_tpm_unstranded', 'LINC02186_tpm_unstranded', 'LINC01996_tpm_unstranded', 'AC130462.2_tpm_unstranded', 'AC002558.2_tpm_unstranded', 'AC087500.1_tpm_unstranded', 'AC005670.1_tpm_unstranded', 'AC144831.1_tpm_unstranded', 'AC108134.2_tpm_unstranded', 'AC091153.4_tpm_unstranded', 'AC027796.1_tpm_unstranded', 'AC127496.1_tpm_unstranded', 'AC006111.1_tpm_unstranded', 'AC015909.3_tpm_unstranded', 'MMP25-AS1_tpm_unstranded', 'AC091062.1_tpm_unstranded', 'AC116025.1_tpm_unstranded', 'AC004706.1_tpm_unstranded', 'AC007336.1_tpm_unstranded', 'DLGAP1-AS2_tpm_unstranded', 'AC087392.1_tpm_unstranded', 'AC005920.4_tpm_unstranded', 'AC003009.1_tpm_unstranded', 'AC007014.1_tpm_unstranded', 'LINC01974_tpm_unstranded', 'AC007599.2_tpm_unstranded', 'AC091180.5_tpm_unstranded', 'AC139530.1_tpm_unstranded', 'AC005696.1_tpm_unstranded', 'AC090618.1_tpm_unstranded', 'AC129507.1_tpm_unstranded', 'DKFZP434A062_tpm_unstranded', 'AC007638.1_tpm_unstranded', 'AC040977.1_tpm_unstranded', 'AC139099.1_tpm_unstranded', 'LINC02185_tpm_unstranded', 'AC127496.2_tpm_unstranded', 'DHX33-DT_tpm_unstranded', 'AC015912.1_tpm_unstranded', 'AC027601.2_tpm_unstranded', 'AC009134.1_tpm_unstranded', 'BCAR4_tpm_unstranded', 'AL079343.1_tpm_unstranded', 'AC087392.2_tpm_unstranded', 'AC092115.3_tpm_unstranded', 'AC124283.2_tpm_unstranded', 'AC133065.1_tpm_unstranded', 'LINC02175_tpm_unstranded', 'AC020978.5_tpm_unstranded', 'AC130651.1_tpm_unstranded', 'AC116025.2_tpm_unstranded', 'LINC02861_tpm_unstranded', 'LINC01978_tpm_unstranded', 'AL157931.1_tpm_unstranded', 'AC007952.4_tpm_unstranded', 'AC008914.1_tpm_unstranded', 'AC144836.1_tpm_unstranded', 'AC110285.1_tpm_unstranded', 'AC004771.2_tpm_unstranded', 'AC087392.3_tpm_unstranded', 'AC104770.1_tpm_unstranded', 'AC002558.3_tpm_unstranded', 'U95743.1_tpm_unstranded', 'AC007952.5_tpm_unstranded', 'AC129507.2_tpm_unstranded', 'AC118755.1_tpm_unstranded', 'AC004584.1_tpm_unstranded', 'AC004494.1_tpm_unstranded', 'AC127496.3_tpm_unstranded', 'AC007952.6_tpm_unstranded', 'AC136624.1_tpm_unstranded', 'AC130371.1_tpm_unstranded', 'AC100791.1_tpm_unstranded', 'LINC02564_tpm_unstranded', 'AC116914.1_tpm_unstranded', 'AC004233.1_tpm_unstranded', 'AC108134.3_tpm_unstranded', 'CR936218.1_tpm_unstranded', 'AC026401.2_tpm_unstranded', 'AC024361.1_tpm_unstranded', 'AL160291.1_tpm_unstranded', 'AC145207.2_tpm_unstranded', 'AC007613.1_tpm_unstranded', 'AC004771.3_tpm_unstranded', 'AC087392.4_tpm_unstranded', 'AC099684.2_tpm_unstranded', 'MIR193BHG_tpm_unstranded', 'AC006435.1_tpm_unstranded', 'LINC01569_tpm_unstranded', 'AC004034.1_tpm_unstranded', 'AC020978.6_tpm_unstranded', 'AJ003147.1_tpm_unstranded', 'AL022341.2_tpm_unstranded', 'AC130650.1_tpm_unstranded', 'AC090617.3_tpm_unstranded', 'AC129507.3_tpm_unstranded', 'AC087741.1_tpm_unstranded', 'LINC01979_tpm_unstranded', 'LINC00621_tpm_unstranded', 'AC113189.1_tpm_unstranded', 'AC124283.3_tpm_unstranded', 'AC127496.4_tpm_unstranded', 'AC087222.1_tpm_unstranded', 'AJ003147.2_tpm_unstranded', 'AC004771.4_tpm_unstranded', 'AC005722.3_tpm_unstranded', 'GLIS2-AS1_tpm_unstranded', 'AC040160.1_tpm_unstranded', 'AC116914.2_tpm_unstranded', 'AC012146.2_tpm_unstranded', 'AC009121.2_tpm_unstranded', 'AC012676.1_tpm_unstranded', 'AC007342.5_tpm_unstranded', 'AC135048.2_tpm_unstranded', 'AC123768.2_tpm_unstranded', 'AC010401.1_tpm_unstranded', 'AC135050.5_tpm_unstranded', 'AC100791.2_tpm_unstranded', 'AC025627.1_tpm_unstranded', 'LINC01977_tpm_unstranded', 'AC032044.1_tpm_unstranded', 'AC005224.1_tpm_unstranded', 'AC130343.1_tpm_unstranded', 'U91319.1_tpm_unstranded', 'AC090617.4_tpm_unstranded', 'AC087501.2_tpm_unstranded', 'AC127521.1_tpm_unstranded', 'AC145207.3_tpm_unstranded', 'AC016245.1_tpm_unstranded', 'AC027801.5_tpm_unstranded', 'AC136624.2_tpm_unstranded', 'AC099684.3_tpm_unstranded', 'AC127496.5_tpm_unstranded', 'AC110285.2_tpm_unstranded', 'AC005670.3_tpm_unstranded', 'AC113189.2_tpm_unstranded', 'CR936218.2_tpm_unstranded', 'AC015921.1_tpm_unstranded', 'AC139099.2_tpm_unstranded', 'AC004232.1_tpm_unstranded', 'AC027796.4_tpm_unstranded', 'AC015853.1_tpm_unstranded', 'AC129507.4_tpm_unstranded', 'AC118754.2_tpm_unstranded', 'AC007861.1_tpm_unstranded', 'AC005695.1_tpm_unstranded', 'AC005921.2_tpm_unstranded', 'AC124319.1_tpm_unstranded', 'AF001550.1_tpm_unstranded', 'AC137056.1_tpm_unstranded', 'AC099489.3_tpm_unstranded', 'AC007114.1_tpm_unstranded', 'AC108134.4_tpm_unstranded', 'AC015853.2_tpm_unstranded', 'AC007220.1_tpm_unstranded', 'AL513324.1_tpm_unstranded', 'AC090617.5_tpm_unstranded', 'AC087501.3_tpm_unstranded', 'AC024361.2_tpm_unstranded', 'AF001548.1_tpm_unstranded', 'RNF213-AS1_tpm_unstranded', 'ZNF213-AS1_tpm_unstranded', 'AC009121.3_tpm_unstranded', 'AC211486.2_tpm_unstranded', 'AC007114.2_tpm_unstranded', 'AC007638.2_tpm_unstranded', 'AC068014.1_tpm_unstranded', 'AC009171.2_tpm_unstranded', 'AC007861.2_tpm_unstranded', 'AC004584.3_tpm_unstranded', 'AC040162.3_tpm_unstranded', 'LINC01896_tpm_unstranded', 'AC110285.3_tpm_unstranded', 'AC005736.1_tpm_unstranded', 'AC087500.2_tpm_unstranded', 'AC087292.1_tpm_unstranded', 'AC115099.1_tpm_unstranded', 'AC026954.3_tpm_unstranded', 'AC015909.4_tpm_unstranded', 'AC109462.2_tpm_unstranded', 'AC004224.2_tpm_unstranded', 'AC127496.6_tpm_unstranded', 'AC015727.1_tpm_unstranded', 'AC010401.2_tpm_unstranded', 'AC006111.2_tpm_unstranded', 'AC106796.1_tpm_unstranded', 'AC087190.3_tpm_unstranded', 'AC092132.1_tpm_unstranded', 'AC040173.1_tpm_unstranded', 'AC110285.4_tpm_unstranded', 'AC004148.1_tpm_unstranded', 'AC020978.7_tpm_unstranded', 'AC233701.1_tpm_unstranded', 'AC007595.1_tpm_unstranded', 'AC003965.1_tpm_unstranded', 'THCAT158_tpm_unstranded', 'AC015853.3_tpm_unstranded', 'AC113189.3_tpm_unstranded', 'AP005530.1_tpm_unstranded', 'AC007216.4_tpm_unstranded', 'LINC01975_tpm_unstranded', 'AC027763.2_tpm_unstranded', 'LINC01982_tpm_unstranded', 'AC024361.3_tpm_unstranded', 'AC003965.2_tpm_unstranded', 'TAPT1-AS1_tpm_unstranded', 'AC008551.1_tpm_unstranded', 'AF001548.2_tpm_unstranded', 'AC027796.5_tpm_unstranded', 'AC003688.2_tpm_unstranded', 'AC006435.2_tpm_unstranded', 'AC104564.1_tpm_unstranded', 'AC018371.1_tpm_unstranded', 'AC002347.2_tpm_unstranded', 'AC011825.2_tpm_unstranded', 'AC007952.7_tpm_unstranded', 'TMEM220-AS1_tpm_unstranded', 'NFE2L1-DT_tpm_unstranded', 'GTSCR1_tpm_unstranded', 'AC110597.3_tpm_unstranded', 'AC129492.2_tpm_unstranded', 'AC024610.1_tpm_unstranded', 'LINC01919_tpm_unstranded', 'AC100872.2_tpm_unstranded', 'AC090371.1_tpm_unstranded', 'AC006441.1_tpm_unstranded', 'AC104982.2_tpm_unstranded', 'AC004147.1_tpm_unstranded', 'AC127029.2_tpm_unstranded', 'AC004702.1_tpm_unstranded', 'AC007431.1_tpm_unstranded', 'AC005828.2_tpm_unstranded', 'AC015908.2_tpm_unstranded', 'LINC02563_tpm_unstranded', 'AC130324.1_tpm_unstranded', 'AC011095.1_tpm_unstranded', 'AP000829.1_tpm_unstranded', 'AC007923.1_tpm_unstranded', 'AC004147.2_tpm_unstranded', 'AC125421.1_tpm_unstranded', 'AC145207.4_tpm_unstranded', 'HID1-AS1_tpm_unstranded', 'AC091043.1_tpm_unstranded', 'LINC02591_tpm_unstranded', 'AC022655.1_tpm_unstranded', 'AC127024.2_tpm_unstranded', 'LINC02002_tpm_unstranded', 'AC068408.1_tpm_unstranded', 'AF186192.3_tpm_unstranded', 'AC024619.2_tpm_unstranded', 'AP005121.1_tpm_unstranded', 'AC023394.1_tpm_unstranded', 'AC055811.1_tpm_unstranded', 'PPP4R1-AS1_tpm_unstranded', 'AP005242.1_tpm_unstranded', 'AC022035.1_tpm_unstranded', 'AC005828.3_tpm_unstranded', 'AC090125.1_tpm_unstranded', 'AC023389.1_tpm_unstranded', 'AL035696.3_tpm_unstranded', 'AC026620.1_tpm_unstranded', 'AC012588.1_tpm_unstranded', 'AC007639.1_tpm_unstranded', 'AC005154.3_tpm_unstranded', 'AC005209.1_tpm_unstranded', 'AC025887.1_tpm_unstranded', 'AC012417.1_tpm_unstranded', 'AC005277.1_tpm_unstranded', 'AC005695.2_tpm_unstranded', 'AC024619.3_tpm_unstranded', 'LINC02864_tpm_unstranded', 'AC079336.1_tpm_unstranded', 'SEPTIN9-DT_tpm_unstranded', 'AC023394.2_tpm_unstranded', 'DLGAP1-AS3_tpm_unstranded', 'AP001178.1_tpm_unstranded', 'AC145207.5_tpm_unstranded', 'AP005230.1_tpm_unstranded', 'LINC00667_tpm_unstranded', 'AL645941.3_tpm_unstranded', 'AC090371.2_tpm_unstranded', 'AC025682.1_tpm_unstranded', 'AC022211.1_tpm_unstranded', 'SKAP1-AS1_tpm_unstranded', 'AP005210.1_tpm_unstranded', 'AC018521.1_tpm_unstranded', 'AP005121.2_tpm_unstranded', 'AC009831.1_tpm_unstranded', 'AC112907.3_tpm_unstranded', 'AC022211.2_tpm_unstranded', 'AP005899.1_tpm_unstranded', 'AC145207.6_tpm_unstranded', 'AC011840.3_tpm_unstranded', 'LINC01543_tpm_unstranded', 'AC007948.1_tpm_unstranded', 'THY1-AS1_tpm_unstranded', 'DLGAP1-AS4_tpm_unstranded', 'AP000845.1_tpm_unstranded', 'AC080037.2_tpm_unstranded', 'AC100778.1_tpm_unstranded', 'AC015563.1_tpm_unstranded', 'AC100778.2_tpm_unstranded', 'AC011825.3_tpm_unstranded', 'AC019131.1_tpm_unstranded', 'AC022960.1_tpm_unstranded', 'AC100832.2_tpm_unstranded', 'AP005120.1_tpm_unstranded', 'AC091138.1_tpm_unstranded', 'AP001094.1_tpm_unstranded', 'AC009716.1_tpm_unstranded', 'AC087393.2_tpm_unstranded', 'AC004253.1_tpm_unstranded', 'AP005059.1_tpm_unstranded', 'AC104564.2_tpm_unstranded', 'AC091588.1_tpm_unstranded', 'AC124254.2_tpm_unstranded', 'AC015908.3_tpm_unstranded', 'AC018521.2_tpm_unstranded', 'AC068418.1_tpm_unstranded', 'LINC02003_tpm_unstranded', 'ABHD15-AS1_tpm_unstranded', 'AC005726.2_tpm_unstranded', 'AC024267.1_tpm_unstranded', 'AC005291.1_tpm_unstranded', 'AP001180.2_tpm_unstranded', 'AC114488.2_tpm_unstranded', 'AP005057.1_tpm_unstranded', 'AC005899.1_tpm_unstranded', 'AC138207.2_tpm_unstranded', 'AC090457.1_tpm_unstranded', 'AC015813.1_tpm_unstranded', 'AC116003.1_tpm_unstranded', 'AC104984.1_tpm_unstranded', 'AC007631.1_tpm_unstranded', 'AC103987.2_tpm_unstranded', 'AC090403.1_tpm_unstranded', 'AC122129.2_tpm_unstranded', 'AC005552.1_tpm_unstranded', 'AL353997.2_tpm_unstranded', 'AC106037.2_tpm_unstranded', 'AC011120.1_tpm_unstranded', 'AC239868.1_tpm_unstranded', 'AC103808.1_tpm_unstranded', 'AC126365.1_tpm_unstranded', 'LINC01916_tpm_unstranded', 'AP005329.1_tpm_unstranded', 'AC018521.3_tpm_unstranded', 'LINC00909_tpm_unstranded', 'AP001496.1_tpm_unstranded', 'LINC01893_tpm_unstranded', 'AC131274.1_tpm_unstranded', 'LINC01925_tpm_unstranded', 'AC016866.1_tpm_unstranded', 'AC087749.1_tpm_unstranded', 'AC100786.1_tpm_unstranded', 'AC107982.2_tpm_unstranded', 'ZNF236-DT_tpm_unstranded', 'AC104564.3_tpm_unstranded', 'LINC01444_tpm_unstranded', 'AC024267.3_tpm_unstranded', 'AC134978.1_tpm_unstranded', 'AP001020.1_tpm_unstranded', 'AC009704.1_tpm_unstranded', 'LINC01894_tpm_unstranded', 'AC023983.1_tpm_unstranded', 'LINC02675_tpm_unstranded', 'AC007448.3_tpm_unstranded', 'AC015818.4_tpm_unstranded', 'AC110603.1_tpm_unstranded', 'NCMAP-DT_tpm_unstranded', 'MIR378D2HG_tpm_unstranded', 'AP001021.1_tpm_unstranded', 'AC036222.1_tpm_unstranded', 'AC138207.4_tpm_unstranded', 'AC025211.1_tpm_unstranded', 'LINC02837_tpm_unstranded', 'AC096708.2_tpm_unstranded', 'AP005062.1_tpm_unstranded', 'AC061975.4_tpm_unstranded', 'AC090283.1_tpm_unstranded', 'BX640514.1_tpm_unstranded', 'AC005544.1_tpm_unstranded', 'AC006270.1_tpm_unstranded', 'AP000915.1_tpm_unstranded', 'AC011474.1_tpm_unstranded', 'AC005154.4_tpm_unstranded', 'AC008026.3_tpm_unstranded', 'AC132872.2_tpm_unstranded', 'AC015674.1_tpm_unstranded', 'DCXR-DT_tpm_unstranded', 'LINC00526_tpm_unstranded', 'AC010761.1_tpm_unstranded', 'AC009630.3_tpm_unstranded', 'AC117569.1_tpm_unstranded', 'MAPT-AS1_tpm_unstranded', 'AC103808.2_tpm_unstranded', 'AP000897.1_tpm_unstranded', 'AC003687.1_tpm_unstranded', 'AC022903.1_tpm_unstranded', 'PRKCA-AS1_tpm_unstranded', 'AC100844.1_tpm_unstranded', 'AP001020.2_tpm_unstranded', 'AC024614.1_tpm_unstranded', 'AC104564.4_tpm_unstranded', 'AC064805.2_tpm_unstranded', 'AC107926.1_tpm_unstranded', 'AC020558.1_tpm_unstranded', 'SEPTIN4-AS1_tpm_unstranded', 'AC098850.1_tpm_unstranded', 'AC123786.1_tpm_unstranded', 'AC007922.1_tpm_unstranded', 'LINC01912_tpm_unstranded', 'AC018521.4_tpm_unstranded', 'AC090337.1_tpm_unstranded', 'L3MBTL4-AS1_tpm_unstranded', 'AC005725.1_tpm_unstranded', 'AC022596.1_tpm_unstranded', 'AC069061.2_tpm_unstranded', 'AC145207.7_tpm_unstranded', 'AC093484.2_tpm_unstranded', 'TTC39C-AS1_tpm_unstranded', 'AC032019.1_tpm_unstranded', 'AC110921.1_tpm_unstranded', 'AC098850.2_tpm_unstranded', 'AC145207.8_tpm_unstranded', 'AC016876.2_tpm_unstranded', 'AC005722.4_tpm_unstranded', 'AC021382.1_tpm_unstranded', 'AC004147.3_tpm_unstranded', 'AC068025.1_tpm_unstranded', 'AC132938.2_tpm_unstranded', 'AC091588.2_tpm_unstranded', 'AC087749.2_tpm_unstranded', 'AP001180.4_tpm_unstranded', 'AC011933.2_tpm_unstranded', 'DSG2-AS1_tpm_unstranded', 'AC097641.1_tpm_unstranded', 'AC068112.1_tpm_unstranded', 'AP005209.1_tpm_unstranded', 'AP005901.2_tpm_unstranded', 'AC006141.1_tpm_unstranded', 'AC015845.1_tpm_unstranded', 'AC018521.5_tpm_unstranded', 'AC090772.1_tpm_unstranded', 'AC115989.1_tpm_unstranded', 'AC100830.2_tpm_unstranded', 'PRR29-AS1_tpm_unstranded', 'AC138761.1_tpm_unstranded', 'AP001033.1_tpm_unstranded', 'AC090844.2_tpm_unstranded', 'AC015563.2_tpm_unstranded', 'AC124804.1_tpm_unstranded', 'AC005549.1_tpm_unstranded', 'MARCHF10-DT_tpm_unstranded', 'AC011825.4_tpm_unstranded', 'AC087301.1_tpm_unstranded', 'AC068418.2_tpm_unstranded', 'AC004253.2_tpm_unstranded', 'AC145343.1_tpm_unstranded', 'AP002409.1_tpm_unstranded', 'AC010761.2_tpm_unstranded', 'AP001496.2_tpm_unstranded', 'AC007922.2_tpm_unstranded', 'C1QTNF1-AS1_tpm_unstranded', 'AC005332.1_tpm_unstranded', 'AC091027.1_tpm_unstranded', 'AC026474.1_tpm_unstranded', 'AC011824.1_tpm_unstranded', 'AC068594.1_tpm_unstranded', 'AC011824.2_tpm_unstranded', 'AC004448.3_tpm_unstranded', 'AC016866.2_tpm_unstranded', 'AC005899.3_tpm_unstranded', 'MIR133A1HG_tpm_unstranded', 'TSPOAP1-AS1_tpm_unstranded', 'CDRT8_tpm_unstranded', 'AC005726.3_tpm_unstranded', 'AP005202.1_tpm_unstranded', 'AP000894.2_tpm_unstranded', 'AL359922.2_tpm_unstranded', 'AC090772.2_tpm_unstranded', 'AC010761.3_tpm_unstranded', 'AC004687.1_tpm_unstranded', 'AC090358.1_tpm_unstranded', 'AC103810.2_tpm_unstranded', 'AC079336.2_tpm_unstranded', 'AC129926.1_tpm_unstranded', 'AC015917.2_tpm_unstranded', 'AP005263.1_tpm_unstranded', 'AC233702.5_tpm_unstranded', 'AC005828.4_tpm_unstranded', 'AC005726.4_tpm_unstranded', 'AC104996.1_tpm_unstranded', 'LINC01476_tpm_unstranded', 'AP005059.2_tpm_unstranded', 'AC130324.2_tpm_unstranded', 'AC079336.3_tpm_unstranded', 'AC011933.3_tpm_unstranded', 'AC118755.2_tpm_unstranded', 'LINC01899_tpm_unstranded', 'AC004147.4_tpm_unstranded', 'AC004231.4_tpm_unstranded', 'PCAT18_tpm_unstranded', 'LINC01908_tpm_unstranded', 'AC012572.1_tpm_unstranded', 'AC079070.1_tpm_unstranded', 'AC084125.4_tpm_unstranded', 'AC104984.2_tpm_unstranded', 'AP005329.2_tpm_unstranded', 'AC005244.2_tpm_unstranded', 'AC093484.3_tpm_unstranded', 'AC009084.1_tpm_unstranded', 'AP001094.2_tpm_unstranded', 'AC099850.3_tpm_unstranded', 'AC005909.1_tpm_unstranded', 'AC127024.3_tpm_unstranded', 'AC005703.2_tpm_unstranded', 'AC012447.1_tpm_unstranded', 'AC132938.3_tpm_unstranded', 'AC010761.4_tpm_unstranded', 'AP000915.2_tpm_unstranded', 'AC107982.3_tpm_unstranded', 'DTX2P1-UPK3BP1-PMS2P11_tpm_unstranded', 'AC091691.2_tpm_unstranded', 'LINC01915_tpm_unstranded', 'AP001021.2_tpm_unstranded', 'AC005358.1_tpm_unstranded', 'AP001178.2_tpm_unstranded', 'AC005304.2_tpm_unstranded', 'AC100778.3_tpm_unstranded', 'AC020558.2_tpm_unstranded', 'LINC01892_tpm_unstranded', 'AC015922.2_tpm_unstranded', 'AC114689.3_tpm_unstranded', 'AC015845.2_tpm_unstranded', 'AA06_tpm_unstranded', 'AC217774.1_tpm_unstranded', 'AC104961.1_tpm_unstranded', 'AP005271.1_tpm_unstranded', 'LINC01903_tpm_unstranded', 'AC023301.1_tpm_unstranded', 'AC002094.2_tpm_unstranded', 'AC104564.5_tpm_unstranded', 'AC119868.2_tpm_unstranded', 'AC087399.1_tpm_unstranded', 'AC106037.3_tpm_unstranded', 'AC005544.2_tpm_unstranded', 'RARA-AS1_tpm_unstranded', 'AC016382.1_tpm_unstranded', 'AP000894.3_tpm_unstranded', 'AC129510.1_tpm_unstranded', 'MAFG-DT_tpm_unstranded', 'AC024614.2_tpm_unstranded', 'LINC01970_tpm_unstranded', 'AC011824.3_tpm_unstranded', 'AC005821.1_tpm_unstranded', 'AC103808.3_tpm_unstranded', 'AP001099.1_tpm_unstranded', 'AP006565.1_tpm_unstranded', 'AC104984.3_tpm_unstranded', 'AC138207.5_tpm_unstranded', 'AC135178.4_tpm_unstranded', 'AC090772.3_tpm_unstranded', 'AC015878.1_tpm_unstranded', 'AC010754.1_tpm_unstranded', 'LINC01900_tpm_unstranded', 'AC004147.5_tpm_unstranded', 'AC018413.1_tpm_unstranded', 'AC090415.2_tpm_unstranded', 'AC006441.3_tpm_unstranded', 'LINC01906_tpm_unstranded', 'AC127024.4_tpm_unstranded', 'AC005899.4_tpm_unstranded', 'AC090844.3_tpm_unstranded', 'AC022211.3_tpm_unstranded', 'AC069366.2_tpm_unstranded', 'AC010761.5_tpm_unstranded', 'LINC01029_tpm_unstranded', 'AC100863.1_tpm_unstranded', 'AC024267.4_tpm_unstranded', 'DSCAS_tpm_unstranded', 'AP000919.1_tpm_unstranded', 'AC024267.5_tpm_unstranded', 'AC037487.1_tpm_unstranded', 'AC125421.2_tpm_unstranded', 'LINC00668_tpm_unstranded', 'AC032019.2_tpm_unstranded', 'AC090912.1_tpm_unstranded', 'LINC01387_tpm_unstranded', 'AC015878.2_tpm_unstranded', 'GACAT2_tpm_unstranded', 'AC217774.2_tpm_unstranded', 'AC100830.3_tpm_unstranded', 'AC005828.5_tpm_unstranded', 'AC002091.1_tpm_unstranded', 'AC074237.1_tpm_unstranded', 'AC022809.1_tpm_unstranded', 'AC011933.4_tpm_unstranded', 'ESRG_tpm_unstranded', 'AC090365.1_tpm_unstranded', 'AC069114.1_tpm_unstranded', 'AC091059.1_tpm_unstranded', 'GATA6-AS1_tpm_unstranded', 'LINC02079_tpm_unstranded', 'AC103808.4_tpm_unstranded', 'AC016888.1_tpm_unstranded', 'AP001011.1_tpm_unstranded', 'NDUFV2-AS1_tpm_unstranded', 'AP005202.2_tpm_unstranded', 'AC004585.1_tpm_unstranded', 'AC007431.2_tpm_unstranded', 'AC004408.1_tpm_unstranded', 'AP006219.1_tpm_unstranded', 'AC103809.1_tpm_unstranded', 'AC068025.2_tpm_unstranded', 'AC015908.4_tpm_unstranded', 'AC104984.4_tpm_unstranded', 'AC005730.3_tpm_unstranded', 'AP001094.3_tpm_unstranded', 'AP005380.1_tpm_unstranded', 'AP001020.3_tpm_unstranded', 'AC090506.1_tpm_unstranded', 'AC080112.1_tpm_unstranded', 'AC107892.1_tpm_unstranded', 'AC036222.2_tpm_unstranded', 'NARF-IT1_tpm_unstranded', 'AC121320.1_tpm_unstranded', 'AC011474.2_tpm_unstranded', 'LINC00683_tpm_unstranded', 'LINC01909_tpm_unstranded', 'AC005324.4_tpm_unstranded', 'AP005203.1_tpm_unstranded', 'AC044873.1_tpm_unstranded', 'LINC01910_tpm_unstranded', 'AC135178.5_tpm_unstranded', 'AC091588.3_tpm_unstranded', 'AP005671.1_tpm_unstranded', 'AC012213.3_tpm_unstranded', 'AC015813.3_tpm_unstranded', 'LIVAR_tpm_unstranded', 'AC007952.8_tpm_unstranded', 'LINC01927_tpm_unstranded', 'AC026254.2_tpm_unstranded', 'AC016383.1_tpm_unstranded', 'AC138207.7_tpm_unstranded', 'AC004477.1_tpm_unstranded', 'LINC02074_tpm_unstranded', 'AC005410.2_tpm_unstranded', 'AC090774.2_tpm_unstranded', 'AC079915.1_tpm_unstranded', 'AC005224.2_tpm_unstranded', 'AC005899.5_tpm_unstranded', 'AC002091.2_tpm_unstranded', 'AP000919.2_tpm_unstranded', 'AP002478.1_tpm_unstranded', 'SNHG25_tpm_unstranded', 'AP005205.2_tpm_unstranded', 'NARF-AS1_tpm_unstranded', 'AL449423.1_tpm_unstranded', 'AC019183.1_tpm_unstranded', 'AP001178.3_tpm_unstranded', 'AC021506.1_tpm_unstranded', 'AC233702.7_tpm_unstranded', 'AC005288.1_tpm_unstranded', 'AC007448.4_tpm_unstranded', 'AC007922.3_tpm_unstranded', 'AC127024.5_tpm_unstranded', 'AC011731.1_tpm_unstranded', 'AC055811.3_tpm_unstranded', 'AL354674.1_tpm_unstranded', 'AP002478.2_tpm_unstranded', 'AC021549.1_tpm_unstranded', 'AC005697.2_tpm_unstranded', 'AC008133.1_tpm_unstranded', 'AC005838.2_tpm_unstranded', 'AP001381.1_tpm_unstranded', 'LINC01443_tpm_unstranded', 'MAGEA10-MAGEA5_tpm_unstranded', 'AC018697.1_tpm_unstranded', 'AP001025.1_tpm_unstranded', 'FO680682.1_tpm_unstranded', 'AC091027.2_tpm_unstranded', 'AC006441.4_tpm_unstranded', 'AC037487.2_tpm_unstranded', 'AC079336.4_tpm_unstranded', 'AC018521.6_tpm_unstranded', 'AP005262.1_tpm_unstranded', 'LINC01887_tpm_unstranded', 'AC103808.5_tpm_unstranded', 'AC024267.6_tpm_unstranded', 'AC103810.5_tpm_unstranded', 'AC093484.4_tpm_unstranded', 'AC129510.2_tpm_unstranded', 'AC007952.9_tpm_unstranded', 'AC005703.3_tpm_unstranded', 'AC087164.1_tpm_unstranded', 'AL135905.1_tpm_unstranded', 'AC044840.1_tpm_unstranded', 'AP001793.1_tpm_unstranded', 'AC005224.3_tpm_unstranded', 'AC021534.1_tpm_unstranded', 'AC134407.1_tpm_unstranded', 'AC079336.5_tpm_unstranded', 'DSG1-AS1_tpm_unstranded', 'AC103808.6_tpm_unstranded', 'AC005304.3_tpm_unstranded', 'AC137735.1_tpm_unstranded', 'AP000897.2_tpm_unstranded', 'AC116003.2_tpm_unstranded', 'AC011840.4_tpm_unstranded', 'AP005136.3_tpm_unstranded', 'AC009137.2_tpm_unstranded', 'AC127540.1_tpm_unstranded', 'AP005432.1_tpm_unstranded', 'AC018521.7_tpm_unstranded', 'AC129492.4_tpm_unstranded', 'AC061975.6_tpm_unstranded', 'GAPLINC_tpm_unstranded', 'AC008088.1_tpm_unstranded', 'AC068254.1_tpm_unstranded', 'AC093330.1_tpm_unstranded', 'AP001021.3_tpm_unstranded', 'AC090912.2_tpm_unstranded', 'AC005993.1_tpm_unstranded', 'AC015688.6_tpm_unstranded', 'AC007923.3_tpm_unstranded', 'AC005394.1_tpm_unstranded', 'AL354892.3_tpm_unstranded', 'AC005546.1_tpm_unstranded', 'AC027514.1_tpm_unstranded', 'AC068473.2_tpm_unstranded', 'AC243964.3_tpm_unstranded', 'LINC00663_tpm_unstranded', 'AC114684.1_tpm_unstranded', 'AL121757.2_tpm_unstranded', 'LINC01841_tpm_unstranded', 'ZNF793-AS1_tpm_unstranded', 'hsa-mir-423_tpm_unstranded', 'AC006213.1_tpm_unstranded', 'AC008543.3_tpm_unstranded', 'AC063949.2_tpm_unstranded', 'AC021594.1_tpm_unstranded', 'AC015818.7_tpm_unstranded', 'AC020905.1_tpm_unstranded', 'AC067852.1_tpm_unstranded', 'AC005775.1_tpm_unstranded', 'AC005746.1_tpm_unstranded', 'AC011442.1_tpm_unstranded', 'AC024592.1_tpm_unstranded', 'AC022916.1_tpm_unstranded', 'AC008752.1_tpm_unstranded', 'AC093072.1_tpm_unstranded', 'LINC01538_tpm_unstranded', 'AP001010.1_tpm_unstranded', 'AP001269.1_tpm_unstranded', 'AC012254.1_tpm_unstranded', 'AP005482.1_tpm_unstranded', 'AC067852.2_tpm_unstranded', 'AC005625.1_tpm_unstranded', 'AC090220.1_tpm_unstranded', 'AC023421.1_tpm_unstranded', 'AP002449.1_tpm_unstranded', 'AC061992.2_tpm_unstranded', 'AC092296.1_tpm_unstranded', 'FARSA-AS1_tpm_unstranded', 'AC079466.1_tpm_unstranded', 'AC006504.2_tpm_unstranded', 'AC011511.2_tpm_unstranded', 'LINC01180_tpm_unstranded', 'AC087289.1_tpm_unstranded', 'AC022916.2_tpm_unstranded', 'AC011444.1_tpm_unstranded', 'AC010485.1_tpm_unstranded', 'AC104984.5_tpm_unstranded', 'AC021517.1_tpm_unstranded', 'AC004528.1_tpm_unstranded', 'AL050343.2_tpm_unstranded', 'AC020663.1_tpm_unstranded', 'AC111182.1_tpm_unstranded', 'AC016229.1_tpm_unstranded', 'AC060780.1_tpm_unstranded', 'AC018761.1_tpm_unstranded', 'AC008507.2_tpm_unstranded', 'AC012615.2_tpm_unstranded', 'AC007780.1_tpm_unstranded', 'AC011498.1_tpm_unstranded', 'LINC01929_tpm_unstranded', 'LINC01532_tpm_unstranded', 'AC023090.1_tpm_unstranded', 'AC111170.1_tpm_unstranded', 'AC008747.1_tpm_unstranded', 'AL136084.1_tpm_unstranded', 'AC011524.1_tpm_unstranded', 'TCF4-AS1_tpm_unstranded', 'AC011498.2_tpm_unstranded', 'AC020911.1_tpm_unstranded', 'AC015911.2_tpm_unstranded', 'AC105094.1_tpm_unstranded', 'AC016493.1_tpm_unstranded', 'AC027097.1_tpm_unstranded', 'AC100793.2_tpm_unstranded', 'AC005757.1_tpm_unstranded', 'AC040977.2_tpm_unstranded', 'AC092143.3_tpm_unstranded', 'AC002398.1_tpm_unstranded', 'AP005229.1_tpm_unstranded', 'AC005050.1_tpm_unstranded', 'AC092296.2_tpm_unstranded', 'AC008738.1_tpm_unstranded', 'AC007001.1_tpm_unstranded', 'LINC01905_tpm_unstranded', 'AC006213.2_tpm_unstranded', 'AC090213.1_tpm_unstranded', 'AC018761.2_tpm_unstranded', 'AC006130.1_tpm_unstranded', 'UXT-AS1_tpm_unstranded', 'LINC02080_tpm_unstranded', 'AP005264.1_tpm_unstranded', 'AC026458.2_tpm_unstranded', 'NAGPA-AS1_tpm_unstranded', 'AC005256.1_tpm_unstranded', 'AC015911.3_tpm_unstranded', 'AC015818.8_tpm_unstranded', 'AC020663.2_tpm_unstranded', 'AC015802.1_tpm_unstranded', 'AP001269.2_tpm_unstranded', 'ASB16-AS1_tpm_unstranded', 'AC011507.1_tpm_unstranded', 'AC011472.1_tpm_unstranded', 'AC008543.4_tpm_unstranded', 'AC005789.1_tpm_unstranded', 'AC027307.1_tpm_unstranded', 'AC025048.1_tpm_unstranded', 'AC008735.1_tpm_unstranded', 'SLC14A2-AS1_tpm_unstranded', 'AC113137.1_tpm_unstranded', 'ILF3-DT_tpm_unstranded', 'AC090376.1_tpm_unstranded', 'TBC1D3P1-DHX40P1_tpm_unstranded', 'AC011511.3_tpm_unstranded', 'ZNF561-AS1_tpm_unstranded', 'PCAT19_tpm_unstranded', 'AP001029.1_tpm_unstranded', 'AC011990.1_tpm_unstranded', 'AC098848.1_tpm_unstranded', 'AC011481.1_tpm_unstranded', 'AC022148.2_tpm_unstranded', 'AC010525.1_tpm_unstranded', 'AC008105.3_tpm_unstranded', 'AC004490.1_tpm_unstranded', 'SCAT1_tpm_unstranded', 'AC016588.1_tpm_unstranded', 'AC012615.3_tpm_unstranded', 'RNF157-AS1_tpm_unstranded', 'AC008738.2_tpm_unstranded', 'AC005746.2_tpm_unstranded', 'AC011518.1_tpm_unstranded', 'LINC01924_tpm_unstranded', 'AP005131.1_tpm_unstranded', 'AC005901.1_tpm_unstranded', 'AC005954.1_tpm_unstranded', 'AC005262.2_tpm_unstranded', 'AC012615.4_tpm_unstranded', 'AP001120.2_tpm_unstranded', 'AC067968.2_tpm_unstranded', 'AC012301.1_tpm_unstranded', 'LINC01842_tpm_unstranded', 'AC011476.2_tpm_unstranded', 'AC006557.1_tpm_unstranded', 'MIR2117HG_tpm_unstranded', 'AC093227.1_tpm_unstranded', 'AC005379.1_tpm_unstranded', 'AC091152.2_tpm_unstranded', 'CHMP1B-AS1_tpm_unstranded', 'AC022098.1_tpm_unstranded', 'AC022031.1_tpm_unstranded', 'AC011472.2_tpm_unstranded', 'AC105094.2_tpm_unstranded', 'AP002505.1_tpm_unstranded', 'AC245748.2_tpm_unstranded', 'AC006213.3_tpm_unstranded', 'AC006116.4_tpm_unstranded', 'AC091151.1_tpm_unstranded', 'AC091044.1_tpm_unstranded', 'AC011461.1_tpm_unstranded', 'AC091132.4_tpm_unstranded', 'AP001029.2_tpm_unstranded', 'LINC01775_tpm_unstranded', 'AC090386.1_tpm_unstranded', 'LINC01782_tpm_unstranded', 'AC005954.2_tpm_unstranded', 'AC005884.1_tpm_unstranded', 'LINC01897_tpm_unstranded', 'AC003043.1_tpm_unstranded', 'AC018761.3_tpm_unstranded', 'AC007773.1_tpm_unstranded', 'AC092068.1_tpm_unstranded', 'AC040963.1_tpm_unstranded', 'ZNF8-ERVK3-1_tpm_unstranded', 'AC010504.1_tpm_unstranded', 'AC107993.1_tpm_unstranded', 'AC005597.1_tpm_unstranded', 'AC005498.1_tpm_unstranded', 'WDR7-OT1_tpm_unstranded', 'AC104971.1_tpm_unstranded', 'AC005786.2_tpm_unstranded', 'AC012615.5_tpm_unstranded', 'AC092067.1_tpm_unstranded', 'AC093074.1_tpm_unstranded', 'AP001198.1_tpm_unstranded', 'AC011524.2_tpm_unstranded', 'AC005381.1_tpm_unstranded', 'AC012615.6_tpm_unstranded', 'AC091132.5_tpm_unstranded', 'AP005264.2_tpm_unstranded', 'AC025048.2_tpm_unstranded', 'AP005482.2_tpm_unstranded', 'AC011591.1_tpm_unstranded', 'AC139100.1_tpm_unstranded', 'LINC01255_tpm_unstranded', 'ZNF790-AS1_tpm_unstranded', 'AC011498.3_tpm_unstranded', 'AC105105.1_tpm_unstranded', 'ERVE-1_tpm_unstranded', 'AC020928.1_tpm_unstranded', 'AC011444.2_tpm_unstranded', 'AC111170.2_tpm_unstranded', 'AC011476.3_tpm_unstranded', 'AC010776.1_tpm_unstranded', 'PARD6G-AS1_tpm_unstranded', 'LINC01140_tpm_unstranded', 'AC008567.2_tpm_unstranded', 'AC008770.3_tpm_unstranded', 'AC020911.2_tpm_unstranded', 'AC024575.1_tpm_unstranded', 'MAP3K14-AS1_tpm_unstranded', 'AC090409.1_tpm_unstranded', 'TBX2-AS1_tpm_unstranded', 'AC011481.2_tpm_unstranded', 'AC005306.1_tpm_unstranded', 'AC022031.2_tpm_unstranded', 'AC004672.2_tpm_unstranded', 'AP001198.2_tpm_unstranded', 'AC068473.3_tpm_unstranded', 'AC138150.2_tpm_unstranded', 'AC008752.2_tpm_unstranded', 'AC008649.1_tpm_unstranded', 'CEBPA-DT_tpm_unstranded', 'AC006116.5_tpm_unstranded', 'AC011444.3_tpm_unstranded', 'RNFT1-DT_tpm_unstranded', 'AC004637.1_tpm_unstranded', 'LINC01764_tpm_unstranded', 'AC092295.2_tpm_unstranded', 'AC007673.1_tpm_unstranded', 'KC6_tpm_unstranded', 'AC090409.2_tpm_unstranded', 'AC027307.2_tpm_unstranded', 'AC005580.1_tpm_unstranded', 'SNHG30_tpm_unstranded', 'SNHG22_tpm_unstranded', 'LINC01415_tpm_unstranded', 'AC009271.1_tpm_unstranded', 'AC002398.2_tpm_unstranded', 'AC015936.1_tpm_unstranded', 'LINC01478_tpm_unstranded', 'AP000365.1_tpm_unstranded', 'LINC00906_tpm_unstranded', 'AC100843.1_tpm_unstranded', 'AC087289.2_tpm_unstranded', 'AC003070.1_tpm_unstranded', 'AC010632.1_tpm_unstranded', 'GEMIN7-AS1_tpm_unstranded', 'AC015911.5_tpm_unstranded', 'AC020928.2_tpm_unstranded', 'AC091151.2_tpm_unstranded', 'AC006557.3_tpm_unstranded', 'AC015911.6_tpm_unstranded', 'AC092296.4_tpm_unstranded', 'AC022706.1_tpm_unstranded', 'KCNJ2-AS1_tpm_unstranded', 'AP005131.2_tpm_unstranded', 'AC005330.1_tpm_unstranded', 'AC008894.1_tpm_unstranded', 'MIR924HG_tpm_unstranded', 'AC008649.2_tpm_unstranded', 'AC020897.1_tpm_unstranded', 'AC008569.1_tpm_unstranded', 'AC011447.3_tpm_unstranded', 'AC020931.1_tpm_unstranded', 'AF038458.2_tpm_unstranded', 'AC036176.1_tpm_unstranded', 'MIR122HG_tpm_unstranded', 'AP002439.1_tpm_unstranded', 'AC004596.1_tpm_unstranded', 'DM1-AS_tpm_unstranded', 'AC090236.1_tpm_unstranded', 'AC090229.1_tpm_unstranded', 'AC006305.2_tpm_unstranded', 'AC090621.1_tpm_unstranded', 'TCF4-AS2_tpm_unstranded', 'AC005180.1_tpm_unstranded', 'AC011509.1_tpm_unstranded', 'LINC02841_tpm_unstranded', 'AC068473.4_tpm_unstranded', 'AC092068.2_tpm_unstranded', 'LINC01901_tpm_unstranded', 'SETBP1-DT_tpm_unstranded', 'AC025048.4_tpm_unstranded', 'AC138474.1_tpm_unstranded', 'AC007993.2_tpm_unstranded', 'AC005498.2_tpm_unstranded', 'AC005616.1_tpm_unstranded', 'AC020934.1_tpm_unstranded', 'LINC01928_tpm_unstranded', 'AC006116.6_tpm_unstranded', 'DNAH17-AS1_tpm_unstranded', 'AC005786.3_tpm_unstranded', 'AC012309.2_tpm_unstranded', 'AD000671.3_tpm_unstranded', 'LINC02594_tpm_unstranded', 'AC010641.1_tpm_unstranded', 'AC003070.2_tpm_unstranded', 'AC010649.1_tpm_unstranded', 'AC005884.2_tpm_unstranded', 'LINC02073_tpm_unstranded', 'ZNF582-AS1_tpm_unstranded', 'AP005137.1_tpm_unstranded', 'AC004223.2_tpm_unstranded', 'AC092069.1_tpm_unstranded', 'AC079210.1_tpm_unstranded', 'AC090377.1_tpm_unstranded', 'AC011525.2_tpm_unstranded', 'AC021683.1_tpm_unstranded', 'AC005944.1_tpm_unstranded', 'ZNF571-AS1_tpm_unstranded', 'AC008569.2_tpm_unstranded', 'AC008736.1_tpm_unstranded', 'AC104365.1_tpm_unstranded', 'AP001542.3_tpm_unstranded', 'AC011477.1_tpm_unstranded', 'AC027319.1_tpm_unstranded', 'LINC01837_tpm_unstranded', 'AC100788.1_tpm_unstranded', 'CIRBP-AS1_tpm_unstranded', 'FAM215A_tpm_unstranded', 'AC007786.1_tpm_unstranded', 'AC104365.2_tpm_unstranded', 'AP005131.3_tpm_unstranded', 'AC090236.2_tpm_unstranded', 'AC005180.2_tpm_unstranded', 'AC021683.2_tpm_unstranded', 'AC010511.1_tpm_unstranded', 'AC011451.1_tpm_unstranded', 'AC011446.1_tpm_unstranded', 'LINC01855_tpm_unstranded', 'AC020916.1_tpm_unstranded', 'AC010733.1_tpm_unstranded', 'AC016168.1_tpm_unstranded', 'LINC01864_tpm_unstranded', 'AC008735.2_tpm_unstranded', 'AP005131.4_tpm_unstranded', 'LINC01836_tpm_unstranded', 'MIR497HG_tpm_unstranded', 'LINC00868_tpm_unstranded', 'AC079466.2_tpm_unstranded', 'AC015802.3_tpm_unstranded', 'AC015802.4_tpm_unstranded', 'AC060766.4_tpm_unstranded', 'AC006116.7_tpm_unstranded', 'AC022517.1_tpm_unstranded', 'AC005264.1_tpm_unstranded', 'AC008805.2_tpm_unstranded', 'AC008474.1_tpm_unstranded', 'AL158154.3_tpm_unstranded', 'AC027514.2_tpm_unstranded', 'AC011471.2_tpm_unstranded', 'AP001109.1_tpm_unstranded', 'AC011477.2_tpm_unstranded', 'AC008736.2_tpm_unstranded', 'AC016168.2_tpm_unstranded', 'AC104532.2_tpm_unstranded', 'AC011474.3_tpm_unstranded', 'AC006504.5_tpm_unstranded', 'AC011472.3_tpm_unstranded', 'AC010327.4_tpm_unstranded', 'AC104971.2_tpm_unstranded', 'AC008738.3_tpm_unstranded', 'AC011477.3_tpm_unstranded', 'AC020916.2_tpm_unstranded', 'AC007998.3_tpm_unstranded', 'LINC00907_tpm_unstranded', 'LINC01926_tpm_unstranded', 'AC011446.2_tpm_unstranded', 'AC008794.1_tpm_unstranded', 'AC022966.1_tpm_unstranded', 'LINC01028_tpm_unstranded', 'AC003098.1_tpm_unstranded', 'AC016590.1_tpm_unstranded', 'AC006116.8_tpm_unstranded', 'AC011511.5_tpm_unstranded', 'AC007787.1_tpm_unstranded', 'AC008759.2_tpm_unstranded', 'AC245748.3_tpm_unstranded', 'AC087289.4_tpm_unstranded', 'AC007795.1_tpm_unstranded', 'AC015911.8_tpm_unstranded', 'AC002115.1_tpm_unstranded', 'AC118757.1_tpm_unstranded', 'AC104423.1_tpm_unstranded', 'AC138430.1_tpm_unstranded', 'AC067852.3_tpm_unstranded', 'AC008686.1_tpm_unstranded', 'AC008992.1_tpm_unstranded', 'AC040904.1_tpm_unstranded', 'AC023855.1_tpm_unstranded', 'AC091198.1_tpm_unstranded', 'AP005264.3_tpm_unstranded', 'AC061975.7_tpm_unstranded', 'AC008543.5_tpm_unstranded', 'AC010327.5_tpm_unstranded', 'AC008742.1_tpm_unstranded', 'AC015961.1_tpm_unstranded', 'AC002546.1_tpm_unstranded', 'AC125437.1_tpm_unstranded', 'AC099811.3_tpm_unstranded', 'LINC01482_tpm_unstranded', 'AC025809.1_tpm_unstranded', 'AC021683.3_tpm_unstranded', 'AC004156.1_tpm_unstranded', 'AC022098.2_tpm_unstranded', 'AC010632.2_tpm_unstranded', 'AC090227.3_tpm_unstranded', 'AC105105.2_tpm_unstranded', 'AC016229.2_tpm_unstranded', 'AC016590.2_tpm_unstranded', 'AC008991.1_tpm_unstranded', 'AC090771.2_tpm_unstranded', 'KF456478.1_tpm_unstranded', 'LDLRAD4-AS1_tpm_unstranded', 'AP005131.5_tpm_unstranded', 'AC105227.1_tpm_unstranded', 'ERVK-28_tpm_unstranded', 'AC002116.2_tpm_unstranded', 'AC020917.2_tpm_unstranded', 'AC104365.3_tpm_unstranded', 'AC015961.2_tpm_unstranded', 'AC024592.2_tpm_unstranded', 'AC060766.6_tpm_unstranded', 'LINC01539_tpm_unstranded', 'AC008738.4_tpm_unstranded', 'LINC02078_tpm_unstranded', 'AP002414.5_tpm_unstranded', 'AC011509.2_tpm_unstranded', 'AC012254.3_tpm_unstranded', 'LINC02565_tpm_unstranded', 'AC008738.5_tpm_unstranded', 'AC010761.6_tpm_unstranded', 'AC005332.2_tpm_unstranded', 'AC006305.3_tpm_unstranded', 'AL121989.1_tpm_unstranded', 'AC020934.2_tpm_unstranded', 'AC087645.2_tpm_unstranded', 'AC107896.1_tpm_unstranded', 'AC060766.7_tpm_unstranded', 'AC104985.1_tpm_unstranded', 'AC092068.3_tpm_unstranded', 'RUNDC3A-AS1_tpm_unstranded', 'AC009005.1_tpm_unstranded', 'AC005329.2_tpm_unstranded', 'EML2-AS1_tpm_unstranded', 'AC099811.4_tpm_unstranded', 'AC011478.1_tpm_unstranded', 'MIR4527HG_tpm_unstranded', 'AC048380.1_tpm_unstranded', 'AC093567.1_tpm_unstranded', 'AC100793.3_tpm_unstranded', 'AC022726.1_tpm_unstranded', 'LINC01801_tpm_unstranded', 'AC011498.6_tpm_unstranded', 'LINC01999_tpm_unstranded', 'AC010776.2_tpm_unstranded', 'LINC01791_tpm_unstranded', 'AC004221.1_tpm_unstranded', 'LINC01533_tpm_unstranded', 'AC021594.2_tpm_unstranded', 'AC022916.4_tpm_unstranded', 'AC022098.3_tpm_unstranded', 'AC010680.1_tpm_unstranded', 'AF038458.3_tpm_unstranded', 'AC027097.2_tpm_unstranded', 'AC015936.2_tpm_unstranded', 'AC100775.1_tpm_unstranded', 'LINC01987_tpm_unstranded', 'AC018761.4_tpm_unstranded', 'AC087289.5_tpm_unstranded', 'AC018755.1_tpm_unstranded', 'AP001160.2_tpm_unstranded', 'AC008655.1_tpm_unstranded', 'AC011468.2_tpm_unstranded', 'AL592211.1_tpm_unstranded', 'AC245884.8_tpm_unstranded', 'AC119396.2_tpm_unstranded', 'AL133499.1_tpm_unstranded', 'MZF1-AS1_tpm_unstranded', 'AL356740.1_tpm_unstranded', 'ZNF460-AS1_tpm_unstranded', 'AC073539.1_tpm_unstranded', 'AC011483.1_tpm_unstranded', 'AL031666.2_tpm_unstranded', 'AC074135.1_tpm_unstranded', 'AC010624.2_tpm_unstranded', 'AC022144.1_tpm_unstranded', 'AC026803.2_tpm_unstranded', 'AC024075.1_tpm_unstranded', 'AC008750.2_tpm_unstranded', 'AC009955.2_tpm_unstranded', 'AC007785.1_tpm_unstranded', 'AC139769.2_tpm_unstranded', 'AC010320.1_tpm_unstranded', 'AC010300.1_tpm_unstranded', 'AC008946.1_tpm_unstranded', 'AC022762.2_tpm_unstranded', 'AC010328.1_tpm_unstranded', 'AC011523.1_tpm_unstranded', 'AC007292.1_tpm_unstranded', 'AC008750.3_tpm_unstranded', 'AC130469.1_tpm_unstranded', 'AC010605.1_tpm_unstranded', 'CARD8-AS1_tpm_unstranded', 'PTOV1-AS1_tpm_unstranded', 'AC010320.2_tpm_unstranded', 'AC243960.1_tpm_unstranded', 'AC005253.1_tpm_unstranded', 'LINC01785_tpm_unstranded', 'AC018766.1_tpm_unstranded', 'AC012313.2_tpm_unstranded', 'AC008395.1_tpm_unstranded', 'AC067969.1_tpm_unstranded', 'AC020913.1_tpm_unstranded', 'NAPA-AS1_tpm_unstranded', 'FMR1-AS1_tpm_unstranded', 'AC004466.1_tpm_unstranded', 'AC135012.2_tpm_unstranded', 'AC123912.1_tpm_unstranded', 'AC008764.2_tpm_unstranded', 'AC022154.1_tpm_unstranded', 'ZNF649-AS1_tpm_unstranded', 'AC008687.2_tpm_unstranded', 'AC008761.1_tpm_unstranded', 'AC010615.2_tpm_unstranded', 'AC010336.3_tpm_unstranded', 'AC026304.1_tpm_unstranded', 'AC010336.4_tpm_unstranded', 'AC010524.1_tpm_unstranded', 'AC073342.1_tpm_unstranded', 'AC073188.6_tpm_unstranded', 'AC092364.1_tpm_unstranded', 'ZNF114-AS1_tpm_unstranded', 'AC005785.1_tpm_unstranded', 'AC010503.1_tpm_unstranded', 'AC010335.1_tpm_unstranded', 'AC020915.1_tpm_unstranded', 'AC010503.2_tpm_unstranded', 'AC008763.1_tpm_unstranded', 'AC005261.1_tpm_unstranded', 'AC137932.3_tpm_unstranded', 'AC012313.3_tpm_unstranded', 'AC008743.1_tpm_unstranded', 'AC123912.2_tpm_unstranded', 'AIRN_tpm_unstranded', 'AC003005.2_tpm_unstranded', 'AC008687.3_tpm_unstranded', 'AL589765.5_tpm_unstranded', 'AC020908.1_tpm_unstranded', 'AC006547.3_tpm_unstranded', 'AC022145.1_tpm_unstranded', 'LINC02560_tpm_unstranded', 'AC008764.3_tpm_unstranded', 'AC006272.1_tpm_unstranded', 'LINC01872_tpm_unstranded', 'LRRC2-AS1_tpm_unstranded', 'AC008739.1_tpm_unstranded', 'AL132655.1_tpm_unstranded', 'AC243960.3_tpm_unstranded', 'AC092279.1_tpm_unstranded', 'SMC5-AS1_tpm_unstranded', 'AC010271.1_tpm_unstranded', 'AC010325.2_tpm_unstranded', 'FENDRR_tpm_unstranded', 'AC011473.1_tpm_unstranded', 'AC003682.1_tpm_unstranded', 'AC007785.3_tpm_unstranded', 'AC132192.2_tpm_unstranded', 'AC010329.1_tpm_unstranded', 'AC011468.3_tpm_unstranded', 'AC006262.1_tpm_unstranded', 'MIR4453HG_tpm_unstranded', 'AP002884.3_tpm_unstranded', 'AC011462.2_tpm_unstranded', 'AC245884.9_tpm_unstranded', 'AC011479.2_tpm_unstranded', 'AC135012.3_tpm_unstranded', 'AC026202.3_tpm_unstranded', 'AC020915.2_tpm_unstranded', 'AC020909.2_tpm_unstranded', 'AC008750.4_tpm_unstranded', 'AC008403.2_tpm_unstranded', 'AC060814.2_tpm_unstranded', 'LINC02135_tpm_unstranded', 'AC005523.1_tpm_unstranded', 'AC123912.4_tpm_unstranded', 'AC010636.1_tpm_unstranded', 'AC003956.1_tpm_unstranded', 'AC005339.1_tpm_unstranded', 'AC100781.1_tpm_unstranded', 'AC011815.1_tpm_unstranded', 'AL031282.2_tpm_unstranded', 'LINC01966_tpm_unstranded', 'AC011466.1_tpm_unstranded', 'AC073389.1_tpm_unstranded', 'AC063977.3_tpm_unstranded', 'AC073539.3_tpm_unstranded', 'AC115522.1_tpm_unstranded', 'AC053503.4_tpm_unstranded', 'AC011497.1_tpm_unstranded', 'AL353803.5_tpm_unstranded', 'AC092316.1_tpm_unstranded', 'IGFL2-AS1_tpm_unstranded', 'AL121761.1_tpm_unstranded', 'AP003680.1_tpm_unstranded', 'AC011495.2_tpm_unstranded', 'AL132655.2_tpm_unstranded', 'AC005759.1_tpm_unstranded', 'MIMT1_tpm_unstranded', 'LINC00664_tpm_unstranded', 'AL589863.1_tpm_unstranded', 'AC016586.1_tpm_unstranded', 'AC004597.1_tpm_unstranded', 'AC011495.3_tpm_unstranded', 'AC005261.2_tpm_unstranded', 'AC020910.2_tpm_unstranded', 'AC010643.1_tpm_unstranded', 'AL158151.4_tpm_unstranded', 'AC005261.3_tpm_unstranded', 'AC020922.2_tpm_unstranded', 'AC245128.3_tpm_unstranded', 'AC011473.2_tpm_unstranded', 'AC008737.1_tpm_unstranded', 'AC008758.4_tpm_unstranded', 'AL365205.3_tpm_unstranded', 'AC010519.1_tpm_unstranded', 'SCGB1B2P_tpm_unstranded', 'LINC01081_tpm_unstranded', 'AC104534.1_tpm_unstranded', 'AC011465.1_tpm_unstranded', 'AC020914.1_tpm_unstranded', 'AC027307.3_tpm_unstranded', 'LINC02132_tpm_unstranded', 'AC007193.1_tpm_unstranded', 'AC004264.1_tpm_unstranded', 'AL049747.1_tpm_unstranded', 'AC011467.3_tpm_unstranded', 'AC243967.2_tpm_unstranded', 'Z69706.1_tpm_unstranded', 'AC092070.1_tpm_unstranded', 'AC025278.1_tpm_unstranded', 'AC020909.3_tpm_unstranded', 'AL118506.1_tpm_unstranded', 'AC022601.1_tpm_unstranded', 'AC022150.1_tpm_unstranded', 'AC008750.6_tpm_unstranded', 'PLCE1-AS1_tpm_unstranded', 'A1BG-AS1_tpm_unstranded', 'AC009955.3_tpm_unstranded', 'AC011473.3_tpm_unstranded', 'AC012313.5_tpm_unstranded', 'AL354861.3_tpm_unstranded', 'AC136469.1_tpm_unstranded', 'AC005387.1_tpm_unstranded', 'LINC01711_tpm_unstranded', 'AC010422.2_tpm_unstranded', 'AC002128.1_tpm_unstranded', 'AC068020.1_tpm_unstranded', 'AC022150.2_tpm_unstranded', 'AC024563.1_tpm_unstranded', 'AC005253.2_tpm_unstranded', 'AC020908.2_tpm_unstranded', 'AC011462.3_tpm_unstranded', 'MAN1B1-DT_tpm_unstranded', 'HOMER3-AS1_tpm_unstranded', 'LINC01838_tpm_unstranded', 'AP001462.1_tpm_unstranded', 'AC008554.1_tpm_unstranded', 'AC024075.2_tpm_unstranded', 'AC011455.1_tpm_unstranded', 'AC010319.3_tpm_unstranded', 'AC012313.6_tpm_unstranded', 'AC020908.3_tpm_unstranded', 'AC009955.4_tpm_unstranded', 'AC063977.5_tpm_unstranded', 'AC010328.3_tpm_unstranded', 'AC008764.5_tpm_unstranded', 'AC008555.2_tpm_unstranded', 'AC010624.3_tpm_unstranded', 'AC010320.3_tpm_unstranded', 'AC012313.7_tpm_unstranded', 'AC092329.1_tpm_unstranded', 'AC010636.2_tpm_unstranded', 'AC007193.2_tpm_unstranded', 'AL137002.1_tpm_unstranded', 'AC010336.5_tpm_unstranded', 'AC007192.2_tpm_unstranded', 'AC092301.1_tpm_unstranded', 'AC007193.3_tpm_unstranded', 'AL009178.2_tpm_unstranded', 'AC010618.2_tpm_unstranded', 'AC011443.1_tpm_unstranded', 'AP001160.3_tpm_unstranded', 'L34079.2_tpm_unstranded', 'LINC01082_tpm_unstranded', 'AL445223.1_tpm_unstranded', 'AC005387.2_tpm_unstranded', 'AC006942.1_tpm_unstranded', 'AC019171.1_tpm_unstranded', 'LINC00528_tpm_unstranded', 'ZNF350-AS1_tpm_unstranded', 'AC008894.2_tpm_unstranded', 'AC011445.1_tpm_unstranded', 'AC024603.1_tpm_unstranded', 'AC245036.5_tpm_unstranded', 'AC020922.3_tpm_unstranded', 'AC092070.3_tpm_unstranded', 'AC011503.1_tpm_unstranded', 'AC093503.1_tpm_unstranded', 'ZSCAN16-AS1_tpm_unstranded', 'AC005614.1_tpm_unstranded', 'AC008734.1_tpm_unstranded', 'AC020907.3_tpm_unstranded', 'AC007292.2_tpm_unstranded', 'AC011466.2_tpm_unstranded', 'AC022150.3_tpm_unstranded', 'AC010463.2_tpm_unstranded', 'PTOV1-AS2_tpm_unstranded', 'AC092071.1_tpm_unstranded', 'AL356740.2_tpm_unstranded', 'LINC01233_tpm_unstranded', 'AC120349.1_tpm_unstranded', 'AC008878.4_tpm_unstranded', 'AL356740.3_tpm_unstranded', 'RAB11B-AS1_tpm_unstranded', 'AL365205.4_tpm_unstranded', 'AC010139.1_tpm_unstranded', 'AC008655.2_tpm_unstranded', 'AC011503.2_tpm_unstranded', 'AC008764.6_tpm_unstranded', 'AC008734.2_tpm_unstranded', 'LINC01224_tpm_unstranded', 'PLA2G4C-AS1_tpm_unstranded', 'AC104521.1_tpm_unstranded', 'AC024075.3_tpm_unstranded', 'AC010618.3_tpm_unstranded', 'AC011491.2_tpm_unstranded', 'AC067969.2_tpm_unstranded', 'AC006967.3_tpm_unstranded', 'AC005515.1_tpm_unstranded', 'AP001160.4_tpm_unstranded', 'AC012313.8_tpm_unstranded', 'AC020913.2_tpm_unstranded', 'AC010319.4_tpm_unstranded', 'Z69720.1_tpm_unstranded', 'ERVK9-11_tpm_unstranded', 'AC008635.1_tpm_unstranded', 'AL589765.6_tpm_unstranded', 'AC011483.2_tpm_unstranded', 'AC003973.1_tpm_unstranded', 'AC110792.2_tpm_unstranded', 'AC024257.3_tpm_unstranded', 'AC245052.7_tpm_unstranded', 'AC011466.3_tpm_unstranded', 'AC010320.4_tpm_unstranded', 'AC074135.2_tpm_unstranded', 'U62631.1_tpm_unstranded', 'AC093677.2_tpm_unstranded', 'AC010422.4_tpm_unstranded', 'AC008753.2_tpm_unstranded', 'AP001350.1_tpm_unstranded', 'AC008764.7_tpm_unstranded', 'L34079.3_tpm_unstranded', 'AL161896.1_tpm_unstranded', 'AC016629.2_tpm_unstranded', 'AC005523.2_tpm_unstranded', 'RPARP-AS1_tpm_unstranded', 'AL589765.7_tpm_unstranded', 'AC004257.1_tpm_unstranded', 'AC010487.1_tpm_unstranded', 'AC011510.1_tpm_unstranded', 'AC011479.3_tpm_unstranded', 'NOP53-AS1_tpm_unstranded', 'AC092723.1_tpm_unstranded', 'AC008760.1_tpm_unstranded', 'AC008982.2_tpm_unstranded', 'AC005197.1_tpm_unstranded', 'AC005498.3_tpm_unstranded', 'AC018730.1_tpm_unstranded', 'AC006262.2_tpm_unstranded', 'AC010319.5_tpm_unstranded', 'AC006262.3_tpm_unstranded', 'AC005614.2_tpm_unstranded', 'AC008761.2_tpm_unstranded', 'AC092070.4_tpm_unstranded', 'AC011500.3_tpm_unstranded', 'ZIM2-AS1_tpm_unstranded', 'AC011516.1_tpm_unstranded', 'AC008737.3_tpm_unstranded', 'AC011491.3_tpm_unstranded', 'BICRA-AS1_tpm_unstranded', 'AC007292.3_tpm_unstranded', 'AC010336.6_tpm_unstranded', 'AC010463.3_tpm_unstranded', 'KCNQ1OT1_tpm_unstranded', 'AC022150.4_tpm_unstranded', 'AC092327.2_tpm_unstranded', 'ZNF528-AS1_tpm_unstranded', 'AC020913.3_tpm_unstranded', 'AC011453.1_tpm_unstranded', 'AC008537.2_tpm_unstranded', 'AL136172.1_tpm_unstranded', 'AC008735.3_tpm_unstranded', 'AC010326.3_tpm_unstranded', 'AC245884.10_tpm_unstranded', 'AC008753.3_tpm_unstranded', 'AC007375.3_tpm_unstranded', 'AC022382.1_tpm_unstranded', 'AL391001.1_tpm_unstranded', 'AC112491.1_tpm_unstranded', 'AC078802.1_tpm_unstranded', 'AC125494.2_tpm_unstranded', 'SNHG8_tpm_unstranded', 'AC018809.1_tpm_unstranded', 'AP000654.1_tpm_unstranded', 'AC018695.2_tpm_unstranded', 'RMRP_tpm_unstranded', 'AC010531.5_tpm_unstranded', 'AC234772.1_tpm_unstranded', 'AC025165.4_tpm_unstranded', 'AL606834.1_tpm_unstranded', 'AL049840.3_tpm_unstranded', 'FAM226B_tpm_unstranded', 'AP006621.4_tpm_unstranded', 'AF131215.6_tpm_unstranded', 'AL022067.1_tpm_unstranded', 'AC068620.1_tpm_unstranded', 'AC024451.4_tpm_unstranded', 'Z98884.2_tpm_unstranded', 'DDIT4-AS1_tpm_unstranded', 'AC004817.3_tpm_unstranded', 'MIRLET7A1HG_tpm_unstranded', 'AC091057.3_tpm_unstranded', 'AL078623.1_tpm_unstranded', 'AL031429.2_tpm_unstranded', 'AL353593.1_tpm_unstranded', 'AC092720.2_tpm_unstranded', 'AC093525.7_tpm_unstranded', 'AC068790.2_tpm_unstranded', 'PCF11-AS1_tpm_unstranded', 'AL049840.4_tpm_unstranded', 'AP001267.4_tpm_unstranded', 'AC004817.4_tpm_unstranded', 'AC135178.6_tpm_unstranded', 'AC069307.1_tpm_unstranded', 'AP000962.1_tpm_unstranded', 'AC090181.2_tpm_unstranded', 'AL117336.1_tpm_unstranded', 'AC022239.1_tpm_unstranded', 'MKNK1-AS1_tpm_unstranded', 'AL353811.1_tpm_unstranded', 'AL049840.5_tpm_unstranded', 'SPACA6P-AS_tpm_unstranded', 'AC010359.2_tpm_unstranded', 'AL136164.2_tpm_unstranded', 'AL136115.2_tpm_unstranded', 'AC006064.4_tpm_unstranded', 'AL162424.1_tpm_unstranded', 'AL020997.2_tpm_unstranded', 'AC004542.1_tpm_unstranded', 'AC010969.2_tpm_unstranded', 'AC012065.2_tpm_unstranded', 'AL359881.1_tpm_unstranded', 'AC068768.1_tpm_unstranded', 'AC018809.2_tpm_unstranded', 'AC146944.2_tpm_unstranded', 'AC078795.1_tpm_unstranded', 'AL021328.1_tpm_unstranded', 'AC040174.2_tpm_unstranded', 'AC004542.2_tpm_unstranded', 'AC036176.3_tpm_unstranded', 'KC877982.1_tpm_unstranded', 'AL513318.1_tpm_unstranded', 'AC068790.3_tpm_unstranded', 'AC005479.2_tpm_unstranded', 'AL121894.2_tpm_unstranded', 'AC022028.2_tpm_unstranded', 'AC010531.6_tpm_unstranded', 'AL137247.2_tpm_unstranded', 'AC232271.1_tpm_unstranded', 'AC026150.3_tpm_unstranded', 'AC107976.1_tpm_unstranded', 'AC110769.2_tpm_unstranded', 'AC009108.3_tpm_unstranded', 'AC026691.1_tpm_unstranded', 'Z93241.1_tpm_unstranded', 'AC136475.7_tpm_unstranded', 'AL020997.3_tpm_unstranded', 'AL359881.2_tpm_unstranded', 'AC027243.2_tpm_unstranded', 'AL133467.4_tpm_unstranded', 'AC025165.5_tpm_unstranded', 'AC068790.4_tpm_unstranded', 'AC009061.2_tpm_unstranded', 'AL035427.1_tpm_unstranded', 'BX546450.2_tpm_unstranded', 'AC127502.2_tpm_unstranded', 'AC121493.1_tpm_unstranded', 'AC090589.3_tpm_unstranded', 'AC068790.5_tpm_unstranded', 'AL606834.2_tpm_unstranded', 'AL356488.2_tpm_unstranded', 'AC125494.3_tpm_unstranded', 'MIR222HG_tpm_unstranded', 'AP001172.1_tpm_unstranded', 'AC090559.2_tpm_unstranded', 'AC087203.3_tpm_unstranded', 'AL162742.1_tpm_unstranded', 'AF131215.7_tpm_unstranded', 'AP003117.1_tpm_unstranded', 'AC010531.7_tpm_unstranded', 'AL021878.4_tpm_unstranded', 'GAS5-AS1_tpm_unstranded', 'AC010997.3_tpm_unstranded', 'AL590235.1_tpm_unstranded', 'AC015726.1_tpm_unstranded', 'AL670729.1_tpm_unstranded', 'AC068790.6_tpm_unstranded', 'AC078795.2_tpm_unstranded', 'AC012065.3_tpm_unstranded', 'AL360012.1_tpm_unstranded', 'AL670729.2_tpm_unstranded', 'AC136475.8_tpm_unstranded', 'AL049840.6_tpm_unstranded', 'AL353593.2_tpm_unstranded', 'CELF2-DT_tpm_unstranded', 'AC090241.2_tpm_unstranded', 'AC006019.3_tpm_unstranded', 'AL513327.2_tpm_unstranded', 'AP001429.1_tpm_unstranded', 'AP000769.2_tpm_unstranded', 'AC138894.2_tpm_unstranded', 'AC007728.3_tpm_unstranded', 'AC092127.2_tpm_unstranded', 'AC027020.2_tpm_unstranded', 'AC068790.7_tpm_unstranded', 'AP003465.2_tpm_unstranded', 'AC025766.1_tpm_unstranded', 'AC078795.3_tpm_unstranded', 'AF230666.2_tpm_unstranded', 'AP001172.2_tpm_unstranded', 'AC005520.3_tpm_unstranded', 'TERC_tpm_unstranded', 'AC068620.2_tpm_unstranded', 'AC130352.1_tpm_unstranded', 'AC004918.3_tpm_unstranded', 'AC018695.3_tpm_unstranded', 'LINC01480_tpm_unstranded', 'AC010530.1_tpm_unstranded', 'AL359881.3_tpm_unstranded', 'AL022097.1_tpm_unstranded', 'AC023509.3_tpm_unstranded', 'AC104109.2_tpm_unstranded', 'AC007687.1_tpm_unstranded', 'AP002840.2_tpm_unstranded', 'AC004080.4_tpm_unstranded', 'AC018695.4_tpm_unstranded', 'AC068491.2_tpm_unstranded', 'AC097359.2_tpm_unstranded', 'AC016773.1_tpm_unstranded', 'AC077690.1_tpm_unstranded', 'AC104695.2_tpm_unstranded', 'AC008738.6_tpm_unstranded', 'AC015849.1_tpm_unstranded', 'AC104819.3_tpm_unstranded', 'AC009948.1_tpm_unstranded', 'AL132655.3_tpm_unstranded', 'AC080078.1_tpm_unstranded', 'AC007953.2_tpm_unstranded', 'SMC2-AS1_tpm_unstranded', 'POC1B-AS1_tpm_unstranded', 'AL451085.1_tpm_unstranded', 'HMGN3-AS1_tpm_unstranded', 'AL162413.1_tpm_unstranded', 'AL358215.1_tpm_unstranded', 'AP001554.1_tpm_unstranded', 'AL136084.2_tpm_unstranded', 'CAHM_tpm_unstranded', 'AC099343.2_tpm_unstranded', 'AC093424.1_tpm_unstranded', 'AC106900.1_tpm_unstranded', 'AC005034.2_tpm_unstranded', 'AC026367.1_tpm_unstranded', 'AL355297.1_tpm_unstranded', 'AL391422.4_tpm_unstranded', 'AL162713.1_tpm_unstranded', 'AC093915.1_tpm_unstranded', 'LINC01235_tpm_unstranded', 'AC013731.1_tpm_unstranded', 'AC097634.1_tpm_unstranded', 'AC007681.1_tpm_unstranded', 'AC010680.2_tpm_unstranded', 'PKD1P6-NPIPP1_tpm_unstranded', 'AL158163.1_tpm_unstranded', 'HCG17_tpm_unstranded', 'AL353622.1_tpm_unstranded', 'AC009549.1_tpm_unstranded', 'AL023806.1_tpm_unstranded', 'AC104695.3_tpm_unstranded', 'TSIX_tpm_unstranded', 'AC079610.1_tpm_unstranded', 'Z99289.2_tpm_unstranded', 'YTHDF3-AS1_tpm_unstranded', 'AC095055.1_tpm_unstranded', 'AC005034.3_tpm_unstranded', 'AC106791.2_tpm_unstranded', 'AC104785.1_tpm_unstranded', 'AL356580.1_tpm_unstranded', 'AJ271736.1_tpm_unstranded', 'FBXW7-AS1_tpm_unstranded', 'AL136141.1_tpm_unstranded', 'AD001527.1_tpm_unstranded', 'AL355353.1_tpm_unstranded', 'AL158042.1_tpm_unstranded', 'AL050403.2_tpm_unstranded', 'LINC00221_tpm_unstranded', 'AC016727.1_tpm_unstranded', 'AC007938.2_tpm_unstranded', 'AL023806.2_tpm_unstranded', 'AC015849.2_tpm_unstranded', 'AC067773.1_tpm_unstranded', 'AC015849.3_tpm_unstranded', 'ZNF30-AS1_tpm_unstranded', 'AC080078.2_tpm_unstranded', 'AC015849.4_tpm_unstranded', 'AC108451.2_tpm_unstranded', 'AC010719.1_tpm_unstranded', 'AL033381.2_tpm_unstranded', 'AC025811.1_tpm_unstranded', 'AL121917.2_tpm_unstranded', 'AC007938.3_tpm_unstranded', 'AC009948.2_tpm_unstranded', 'LPP-AS2_tpm_unstranded', 'AC016355.1_tpm_unstranded', 'AC136475.9_tpm_unstranded', 'AC019257.2_tpm_unstranded', 'AC005034.4_tpm_unstranded', 'AC116667.1_tpm_unstranded', 'AC010680.3_tpm_unstranded', 'AC020907.4_tpm_unstranded', 'AL390955.2_tpm_unstranded', 'AL512631.1_tpm_unstranded', 'AC107031.1_tpm_unstranded', 'NAMA_tpm_unstranded', 'AC008555.4_tpm_unstranded', 'AC026412.3_tpm_unstranded', 'AC018647.2_tpm_unstranded', 'AC004130.2_tpm_unstranded', 'AC010680.4_tpm_unstranded', 'ARMCX5-GPRASP2_tpm_unstranded', 'AC023762.1_tpm_unstranded', 'AC016737.1_tpm_unstranded', 'AL161729.1_tpm_unstranded', 'AC090578.2_tpm_unstranded', 'LINC01109_tpm_unstranded', 'LINC00904_tpm_unstranded', 'AC104662.1_tpm_unstranded', 'AC007029.1_tpm_unstranded', 'AC006058.2_tpm_unstranded', 'AL353804.2_tpm_unstranded', 'AC099791.2_tpm_unstranded', 'AC247036.1_tpm_unstranded', 'AC016831.4_tpm_unstranded', 'Z99289.3_tpm_unstranded', 'LINC01050_tpm_unstranded', 'AL033384.2_tpm_unstranded', 'AL121655.1_tpm_unstranded', 'AL078605.1_tpm_unstranded', 'AC007423.1_tpm_unstranded', 'AL683887.1_tpm_unstranded', 'AC010201.1_tpm_unstranded', 'AL355297.2_tpm_unstranded', 'TMCC1-AS1_tpm_unstranded', 'AL161729.2_tpm_unstranded', 'AC091488.1_tpm_unstranded', 'AC010201.2_tpm_unstranded', 'LINC02104_tpm_unstranded', 'AL117336.2_tpm_unstranded', 'AC018638.6_tpm_unstranded', 'AL512631.2_tpm_unstranded', 'AC002128.2_tpm_unstranded', 'AL034374.1_tpm_unstranded', 'AL451085.2_tpm_unstranded', 'AC012464.3_tpm_unstranded', 'AL161729.3_tpm_unstranded', 'AL445228.2_tpm_unstranded', 'AP003973.2_tpm_unstranded', 'AC006237.1_tpm_unstranded', 'LINC02336_tpm_unstranded', 'AL353622.2_tpm_unstranded', 'AC010680.5_tpm_unstranded', 'AC073176.1_tpm_unstranded', 'AL109936.2_tpm_unstranded', 'AL358072.1_tpm_unstranded', 'AL445237.1_tpm_unstranded', 'AC005034.5_tpm_unstranded', 'AC106881.1_tpm_unstranded', 'AC016831.5_tpm_unstranded', 'Z83843.1_tpm_unstranded', 'LINC02427_tpm_unstranded', 'AL355297.3_tpm_unstranded', 'AC018638.7_tpm_unstranded', 'AL138787.2_tpm_unstranded', 'AC113139.1_tpm_unstranded', 'LINC02333_tpm_unstranded', 'AL359504.1_tpm_unstranded', 'AC078880.3_tpm_unstranded', 'LINC02550_tpm_unstranded', 'AC108463.3_tpm_unstranded', 'ATP2B1-AS1_tpm_unstranded', 'AL139041.1_tpm_unstranded', 'AC112220.2_tpm_unstranded', 'IRF2-DT_tpm_unstranded', 'AC097359.3_tpm_unstranded', 'AL161729.4_tpm_unstranded', 'AC010998.2_tpm_unstranded', 'AC017033.1_tpm_unstranded', 'AC010501.2_tpm_unstranded', 'AC012640.3_tpm_unstranded', 'AC022001.2_tpm_unstranded', 'AC022146.2_tpm_unstranded', 'AC011396.3_tpm_unstranded', 'AC103858.1_tpm_unstranded', 'AL357054.2_tpm_unstranded', 'AL390208.1_tpm_unstranded', 'AL137798.1_tpm_unstranded', 'Z98200.1_tpm_unstranded', 'LINC02772_tpm_unstranded', 'AC008608.2_tpm_unstranded', 'AL121992.2_tpm_unstranded', 'AF287957.1_tpm_unstranded', 'AL031848.2_tpm_unstranded', 'AP003392.4_tpm_unstranded', 'AC112187.3_tpm_unstranded', 'AL355802.3_tpm_unstranded', 'AL031118.1_tpm_unstranded', 'AC044810.3_tpm_unstranded', 'AL021368.1_tpm_unstranded', 'AC091544.5_tpm_unstranded', 'AC010424.2_tpm_unstranded', 'AC139792.1_tpm_unstranded', 'AL109930.1_tpm_unstranded', 'AL445209.1_tpm_unstranded', 'AC080013.2_tpm_unstranded', 'AL118558.3_tpm_unstranded', 'AC026740.1_tpm_unstranded', 'AL031055.1_tpm_unstranded', 'AC104794.5_tpm_unstranded', 'AC008875.1_tpm_unstranded', 'AL080317.1_tpm_unstranded', 'AC008667.4_tpm_unstranded', 'AC011337.1_tpm_unstranded', 'AC008494.3_tpm_unstranded', 'AL121906.1_tpm_unstranded', 'AL590822.2_tpm_unstranded', 'Z97200.1_tpm_unstranded', 'AC008897.3_tpm_unstranded', 'BMS1P4_tpm_unstranded', 'AL109910.2_tpm_unstranded', 'AL662844.3_tpm_unstranded', 'AC019080.3_tpm_unstranded', 'PLS3-AS1_tpm_unstranded', 'AC008937.3_tpm_unstranded', 'AC012213.4_tpm_unstranded', 'AL445222.1_tpm_unstranded', 'AC012557.1_tpm_unstranded', 'AC073389.2_tpm_unstranded', 'MAN2A1-DT_tpm_unstranded', 'LINC02343_tpm_unstranded', 'AC087501.4_tpm_unstranded', 'AL162258.1_tpm_unstranded', 'AC073195.1_tpm_unstranded', 'LINC01215_tpm_unstranded', 'AL096865.1_tpm_unstranded', 'Z84492.1_tpm_unstranded', 'AL589740.1_tpm_unstranded', 'AC104118.1_tpm_unstranded', 'AC114810.1_tpm_unstranded', 'AC026979.2_tpm_unstranded', 'AC024060.2_tpm_unstranded', 'AC005740.4_tpm_unstranded', 'AC025754.2_tpm_unstranded', 'AGAP11_tpm_unstranded', 'AP001330.4_tpm_unstranded', 'AL136162.1_tpm_unstranded', 'AC016747.2_tpm_unstranded', 'AC026790.1_tpm_unstranded', 'AC064834.1_tpm_unstranded', 'AC007744.1_tpm_unstranded', 'AL109811.2_tpm_unstranded', 'AL357518.1_tpm_unstranded', 'AL161716.1_tpm_unstranded', 'AC091826.2_tpm_unstranded', 'AL357054.3_tpm_unstranded', 'AL035530.2_tpm_unstranded', 'AL139286.1_tpm_unstranded', 'AC012467.1_tpm_unstranded', 'AL357568.1_tpm_unstranded', 'AC034236.2_tpm_unstranded', 'AC008972.1_tpm_unstranded', 'AC016877.3_tpm_unstranded', 'AL353135.1_tpm_unstranded', 'AL603756.1_tpm_unstranded', 'AC012073.1_tpm_unstranded', 'AC104187.1_tpm_unstranded', 'AC103724.4_tpm_unstranded', 'AL355612.1_tpm_unstranded', 'AC017076.1_tpm_unstranded', 'LINC01954_tpm_unstranded', 'AC007100.1_tpm_unstranded', 'AC021860.1_tpm_unstranded', 'AC100803.4_tpm_unstranded', 'AC026786.2_tpm_unstranded', 'AC090948.1_tpm_unstranded', 'AC021321.1_tpm_unstranded', 'AL583856.2_tpm_unstranded', 'U47924.1_tpm_unstranded', 'AC120053.1_tpm_unstranded', 'AC141002.1_tpm_unstranded', 'AC012467.2_tpm_unstranded', 'AL359643.2_tpm_unstranded', 'AC012640.4_tpm_unstranded', 'AL158211.2_tpm_unstranded', 'AC023302.1_tpm_unstranded', 'AL008726.1_tpm_unstranded', 'AL139424.1_tpm_unstranded', 'AC013400.1_tpm_unstranded', 'AL354872.1_tpm_unstranded', 'AC126118.1_tpm_unstranded', 'AC019080.4_tpm_unstranded', 'AC034229.3_tpm_unstranded', 'AC010904.2_tpm_unstranded', 'FO704657.1_tpm_unstranded', 'AL139274.2_tpm_unstranded', 'AL121944.1_tpm_unstranded', 'AC100814.1_tpm_unstranded', 'AC008592.4_tpm_unstranded', 'AC010240.3_tpm_unstranded', 'AC064807.4_tpm_unstranded', 'AC073218.1_tpm_unstranded', 'AL162258.2_tpm_unstranded', 'AL136984.1_tpm_unstranded', 'AP002907.1_tpm_unstranded', 'AC010245.2_tpm_unstranded', 'AC016405.2_tpm_unstranded', 'AL445647.1_tpm_unstranded', 'AC091965.4_tpm_unstranded', 'AL499627.2_tpm_unstranded', 'AC007390.1_tpm_unstranded', 'AC013472.2_tpm_unstranded', 'AC016575.1_tpm_unstranded', 'AL365181.2_tpm_unstranded', 'AC005618.1_tpm_unstranded', 'AC122710.2_tpm_unstranded', 'AC004492.1_tpm_unstranded', 'AC090186.1_tpm_unstranded', 'AC124045.1_tpm_unstranded', 'AL139423.1_tpm_unstranded', 'AC004233.2_tpm_unstranded', 'AC008972.2_tpm_unstranded', 'AL137127.1_tpm_unstranded', 'AC091979.2_tpm_unstranded', 'AC025181.2_tpm_unstranded', 'AC080013.3_tpm_unstranded', 'AL512413.1_tpm_unstranded', 'AC087623.2_tpm_unstranded', 'AC091614.1_tpm_unstranded', 'AL024498.1_tpm_unstranded', 'AL513218.1_tpm_unstranded', 'AC026741.1_tpm_unstranded', 'AL691432.2_tpm_unstranded', 'AC244517.1_tpm_unstranded', 'AC008906.2_tpm_unstranded', 'AC011374.2_tpm_unstranded', 'AL136131.3_tpm_unstranded', 'AC233992.3_tpm_unstranded', 'AC006058.3_tpm_unstranded', 'AC008966.2_tpm_unstranded', 'AP006545.2_tpm_unstranded', 'AL359715.3_tpm_unstranded', 'AC091946.2_tpm_unstranded', 'AL451064.1_tpm_unstranded', 'LINC01607_tpm_unstranded', 'AC113349.2_tpm_unstranded', 'AC022400.4_tpm_unstranded', 'AL390719.2_tpm_unstranded', 'LYRM4-AS1_tpm_unstranded', 'FGF14-AS2_tpm_unstranded', 'AC025171.4_tpm_unstranded', 'NFYC-AS1_tpm_unstranded', 'ARF4-AS1_tpm_unstranded', 'AC013403.2_tpm_unstranded', 'AC112211.1_tpm_unstranded', 'AL365330.1_tpm_unstranded', 'AC244517.2_tpm_unstranded', 'AC055822.1_tpm_unstranded', 'AC008280.2_tpm_unstranded', 'AC107373.2_tpm_unstranded', 'AL139022.2_tpm_unstranded', 'AC087623.3_tpm_unstranded', 'AL589739.1_tpm_unstranded', 'AF106564.1_tpm_unstranded', 'AL606537.1_tpm_unstranded', 'CASC15_tpm_unstranded', 'AL355385.1_tpm_unstranded', 'AC138696.2_tpm_unstranded', 'U47924.2_tpm_unstranded', 'AL050343.3_tpm_unstranded', 'AC011306.1_tpm_unstranded', 'AC012557.2_tpm_unstranded', 'AC135507.1_tpm_unstranded', 'AC005041.3_tpm_unstranded', 'AP003392.5_tpm_unstranded', 'AL024508.1_tpm_unstranded', 'AC100812.1_tpm_unstranded', 'AL356512.1_tpm_unstranded', 'AC097358.2_tpm_unstranded', 'AC004775.1_tpm_unstranded', 'AL451050.2_tpm_unstranded', 'AL023583.1_tpm_unstranded', 'AC114760.2_tpm_unstranded', 'AL645940.1_tpm_unstranded', 'AC108865.2_tpm_unstranded', 'AC005072.1_tpm_unstranded', 'AL645933.2_tpm_unstranded', 'AL136304.1_tpm_unstranded', 'AL136985.2_tpm_unstranded', 'AC008945.1_tpm_unstranded', 'AL590438.1_tpm_unstranded', 'AL645939.4_tpm_unstranded', 'AC011373.1_tpm_unstranded', 'AC004908.1_tpm_unstranded', 'AL356277.3_tpm_unstranded', 'AC080013.4_tpm_unstranded', 'AL138831.2_tpm_unstranded', 'AP003117.2_tpm_unstranded', 'AC022893.3_tpm_unstranded', 'AC113361.1_tpm_unstranded', 'AC044849.1_tpm_unstranded', 'LINC01749_tpm_unstranded', 'AC034198.2_tpm_unstranded', 'AC009686.2_tpm_unstranded', 'AC034236.3_tpm_unstranded', 'AC021242.3_tpm_unstranded', 'AL138724.1_tpm_unstranded', 'IER3-AS1_tpm_unstranded', 'LINC00551_tpm_unstranded', 'AC092687.3_tpm_unstranded', 'AL031963.3_tpm_unstranded', 'AL512329.2_tpm_unstranded', 'LINC02084_tpm_unstranded', 'AL451165.2_tpm_unstranded', 'AC083964.1_tpm_unstranded', 'AC091544.6_tpm_unstranded', 'AC096721.1_tpm_unstranded', 'AL133255.1_tpm_unstranded', 'AL021368.2_tpm_unstranded', 'AL445309.1_tpm_unstranded', 'AP003355.2_tpm_unstranded', 'AC026801.2_tpm_unstranded', 'AC012629.2_tpm_unstranded', 'AC007128.2_tpm_unstranded', 'AL353581.1_tpm_unstranded', 'AC002044.1_tpm_unstranded', 'AC011816.2_tpm_unstranded', 'AC093297.2_tpm_unstranded', 'AC067838.1_tpm_unstranded', 'AL137003.1_tpm_unstranded', 'AC116609.3_tpm_unstranded', 'AC107952.2_tpm_unstranded', 'AL031775.1_tpm_unstranded', 'AC116351.2_tpm_unstranded', 'AC092354.1_tpm_unstranded', 'AL080317.2_tpm_unstranded', 'AC116036.2_tpm_unstranded', 'AC005014.2_tpm_unstranded', 'AL160408.5_tpm_unstranded', 'AL158211.3_tpm_unstranded', 'AC074032.1_tpm_unstranded', 'AC008035.1_tpm_unstranded', 'AC092354.2_tpm_unstranded', 'AL591167.1_tpm_unstranded', 'AC009102.2_tpm_unstranded', 'Z97832.2_tpm_unstranded', 'AC026979.3_tpm_unstranded', 'AL008729.2_tpm_unstranded', 'LINC02664_tpm_unstranded', 'AC025171.5_tpm_unstranded', 'AC016405.3_tpm_unstranded', 'AC015802.5_tpm_unstranded', 'AC005392.3_tpm_unstranded', 'AL138916.2_tpm_unstranded', 'AL031775.2_tpm_unstranded', 'AL365181.3_tpm_unstranded', 'AC108102.1_tpm_unstranded', 'AC116312.1_tpm_unstranded', 'AC025175.1_tpm_unstranded', 'AC034229.4_tpm_unstranded', 'AC090607.4_tpm_unstranded', 'AL513477.2_tpm_unstranded', 'AC009902.3_tpm_unstranded', 'BX284668.6_tpm_unstranded', 'AL450270.1_tpm_unstranded', 'LINC02637_tpm_unstranded', 'AC104117.5_tpm_unstranded', 'AL031432.3_tpm_unstranded', 'AC137630.3_tpm_unstranded', 'AL645608.6_tpm_unstranded', 'AL118558.4_tpm_unstranded', 'AL158850.1_tpm_unstranded', 'AL135925.1_tpm_unstranded', 'AL139246.5_tpm_unstranded', 'MRPL20-DT_tpm_unstranded', 'AC087045.2_tpm_unstranded', 'AC113194.1_tpm_unstranded', 'AC139795.3_tpm_unstranded', 'AP005328.1_tpm_unstranded', 'U91328.1_tpm_unstranded', 'AL357054.4_tpm_unstranded', 'AL031768.1_tpm_unstranded', 'AL021807.1_tpm_unstranded', 'AL512283.1_tpm_unstranded', 'AC006273.1_tpm_unstranded', 'AL024507.2_tpm_unstranded', 'AC144521.1_tpm_unstranded', 'AL020996.3_tpm_unstranded', 'AC010857.1_tpm_unstranded', 'AC254633.1_tpm_unstranded', 'AC022001.3_tpm_unstranded', 'AL392183.1_tpm_unstranded', 'AL132656.3_tpm_unstranded', 'AL109659.2_tpm_unstranded', 'AC090948.2_tpm_unstranded', 'AL662844.4_tpm_unstranded', 'AC104958.2_tpm_unstranded', 'AC104964.3_tpm_unstranded', 'AL357078.2_tpm_unstranded', 'AL136982.6_tpm_unstranded', 'AC087752.4_tpm_unstranded', 'AL121992.3_tpm_unstranded', 'AL645608.7_tpm_unstranded', 'AL355578.1_tpm_unstranded', 'AL158211.4_tpm_unstranded', 'AC036214.2_tpm_unstranded', 'AC079610.2_tpm_unstranded', 'LINC01023_tpm_unstranded', 'AC099522.2_tpm_unstranded', 'AC090948.3_tpm_unstranded', 'AC005014.3_tpm_unstranded', 'AL662797.1_tpm_unstranded', 'AL021368.3_tpm_unstranded', 'AL137246.1_tpm_unstranded', 'AC023813.4_tpm_unstranded', 'LINC02538_tpm_unstranded', 'AC017048.3_tpm_unstranded', 'AC012087.2_tpm_unstranded', 'AC009974.1_tpm_unstranded', 'U91328.2_tpm_unstranded', 'AL512343.2_tpm_unstranded', 'AC016745.2_tpm_unstranded', 'AC012511.1_tpm_unstranded', 'AF250324.1_tpm_unstranded', 'AC109347.2_tpm_unstranded', 'AC005162.2_tpm_unstranded', 'AL138762.1_tpm_unstranded', 'AL596325.2_tpm_unstranded', 'LINC02098_tpm_unstranded', 'AC027271.1_tpm_unstranded', 'AL031587.3_tpm_unstranded', 'AL592494.2_tpm_unstranded', 'AC139887.4_tpm_unstranded', 'ZSWIM8-AS1_tpm_unstranded', 'AL451049.1_tpm_unstranded', 'AC063944.2_tpm_unstranded', 'AC016394.1_tpm_unstranded', 'AC007308.1_tpm_unstranded', 'AC073073.2_tpm_unstranded', 'AC015982.2_tpm_unstranded', 'AC016252.1_tpm_unstranded', 'MAGI1-IT1_tpm_unstranded', 'AC093673.2_tpm_unstranded', 'AFAP1-AS1_tpm_unstranded', 'AC010735.2_tpm_unstranded', 'AP000919.3_tpm_unstranded', 'AC021146.12_tpm_unstranded', 'AC016542.1_tpm_unstranded', 'AL731563.3_tpm_unstranded', 'AC067750.1_tpm_unstranded', 'AC097504.2_tpm_unstranded', 'AC006027.1_tpm_unstranded', 'AC015712.5_tpm_unstranded', 'AP003121.1_tpm_unstranded', 'AC079766.1_tpm_unstranded', 'AC110792.3_tpm_unstranded', 'AL358472.2_tpm_unstranded', 'AC024933.1_tpm_unstranded', 'AP000317.2_tpm_unstranded', 'AC090425.2_tpm_unstranded', 'AC021097.1_tpm_unstranded', 'AC073352.1_tpm_unstranded', 'AC093635.1_tpm_unstranded', 'KLHDC7B-DT_tpm_unstranded', 'AC012306.2_tpm_unstranded', 'AL590560.3_tpm_unstranded', 'AL021707.6_tpm_unstranded', 'AL391497.1_tpm_unstranded', 'AC124016.1_tpm_unstranded', 'AC112503.1_tpm_unstranded', 'AL355987.2_tpm_unstranded', 'FAM223B_tpm_unstranded', 'AC004471.2_tpm_unstranded', 'WASL-DT_tpm_unstranded', 'AP005329.3_tpm_unstranded', 'AC004832.4_tpm_unstranded', 'LINC02018_tpm_unstranded', 'AC092807.2_tpm_unstranded', 'AC010997.4_tpm_unstranded', 'Z94160.2_tpm_unstranded', 'GAS6-DT_tpm_unstranded', 'AL359091.3_tpm_unstranded', 'AC007620.3_tpm_unstranded', 'MESTIT1_tpm_unstranded', 'AC010913.1_tpm_unstranded', 'AP005137.2_tpm_unstranded', 'AC046143.2_tpm_unstranded', 'AC019069.1_tpm_unstranded', 'AL157904.1_tpm_unstranded', 'AL121658.1_tpm_unstranded', 'AC112236.2_tpm_unstranded', 'AC006483.2_tpm_unstranded', 'AL022322.1_tpm_unstranded', 'AC131235.2_tpm_unstranded', 'LINC02266_tpm_unstranded', 'AC009336.1_tpm_unstranded', 'AC004982.1_tpm_unstranded', 'AP000345.2_tpm_unstranded', 'ADIRF-AS1_tpm_unstranded', 'AC007881.3_tpm_unstranded', 'AC005323.2_tpm_unstranded', 'AC135457.1_tpm_unstranded', 'AC107214.2_tpm_unstranded', 'AC004948.1_tpm_unstranded', 'AC063962.1_tpm_unstranded', 'AL592148.3_tpm_unstranded', 'STAG3L5P-PVRIG2P-PILRB_tpm_unstranded', 'AL133245.1_tpm_unstranded', 'AC245297.2_tpm_unstranded', 'AC083798.2_tpm_unstranded', 'AC093726.1_tpm_unstranded', 'AC115284.1_tpm_unstranded', 'AC103702.2_tpm_unstranded', 'AL596094.1_tpm_unstranded', 'JMJD1C-AS1_tpm_unstranded', 'AC004854.2_tpm_unstranded', 'AC097532.2_tpm_unstranded', 'AC005696.2_tpm_unstranded', 'AC112219.2_tpm_unstranded', 'AC019131.2_tpm_unstranded', 'AC147067.2_tpm_unstranded', 'AC019193.2_tpm_unstranded', 'AC253536.6_tpm_unstranded', 'AP000864.1_tpm_unstranded', 'AC010976.2_tpm_unstranded', 'AC073389.3_tpm_unstranded', 'AC126283.1_tpm_unstranded', 'AC092954.1_tpm_unstranded', 'AL008721.1_tpm_unstranded', 'AC006238.1_tpm_unstranded', 'AC021851.1_tpm_unstranded', 'AC004080.5_tpm_unstranded', 'AC007038.1_tpm_unstranded', 'AC015712.6_tpm_unstranded', 'U91328.3_tpm_unstranded', 'AC004908.2_tpm_unstranded', 'AC093732.2_tpm_unstranded', 'AC098850.4_tpm_unstranded', 'AL359198.1_tpm_unstranded', 'U62317.1_tpm_unstranded', 'AL445423.1_tpm_unstranded', 'AC245100.6_tpm_unstranded', 'AL844908.1_tpm_unstranded', 'AC002470.1_tpm_unstranded', 'AC027644.3_tpm_unstranded', 'AC022296.4_tpm_unstranded', 'AL022238.2_tpm_unstranded', 'AL022328.1_tpm_unstranded', 'AC011899.2_tpm_unstranded', 'AC092902.2_tpm_unstranded', 'MAP3K4-AS1_tpm_unstranded', 'AL391834.1_tpm_unstranded', 'AC211476.2_tpm_unstranded', 'AC074044.1_tpm_unstranded', 'AL135910.1_tpm_unstranded', 'AC084018.1_tpm_unstranded', 'AC096772.1_tpm_unstranded', 'AC069544.1_tpm_unstranded', 'AC004839.2_tpm_unstranded', 'AC104458.1_tpm_unstranded', 'AC112250.2_tpm_unstranded', 'Z93930.3_tpm_unstranded', 'AC012360.2_tpm_unstranded', 'AC106052.1_tpm_unstranded', 'AC135803.1_tpm_unstranded', 'AL591686.2_tpm_unstranded', 'AL135786.2_tpm_unstranded', 'SAP30-DT_tpm_unstranded', 'AL159169.2_tpm_unstranded', 'AP000525.1_tpm_unstranded', 'AL034548.1_tpm_unstranded', 'AL161734.1_tpm_unstranded', 'AC113189.4_tpm_unstranded', 'AC092574.1_tpm_unstranded', 'CHASERR_tpm_unstranded', 'AL133551.1_tpm_unstranded', 'AC004982.2_tpm_unstranded', 'AC009303.3_tpm_unstranded', 'TBC1D8-AS1_tpm_unstranded', 'AL390726.2_tpm_unstranded', 'AC018648.1_tpm_unstranded', 'AL353708.3_tpm_unstranded', 'AC006033.2_tpm_unstranded', 'AL122035.2_tpm_unstranded', 'AC090425.3_tpm_unstranded', 'AC005696.3_tpm_unstranded', 'AL356608.1_tpm_unstranded', 'AC009237.14_tpm_unstranded', 'AL359532.1_tpm_unstranded', 'AC018635.2_tpm_unstranded', 'AC010186.4_tpm_unstranded', 'AC005070.3_tpm_unstranded', 'hsa-mir-1253_tpm_unstranded', 'AC107294.1_tpm_unstranded', 'AC107464.2_tpm_unstranded', 'AC099568.2_tpm_unstranded', 'AL391121.1_tpm_unstranded', 'AL390726.3_tpm_unstranded', 'AC096586.1_tpm_unstranded', 'U62317.2_tpm_unstranded', 'AC083862.1_tpm_unstranded', 'AL022324.3_tpm_unstranded', 'AC079834.1_tpm_unstranded', 'AL356299.2_tpm_unstranded', 'AP001412.1_tpm_unstranded', 'AC093799.1_tpm_unstranded', 'AC092171.4_tpm_unstranded', 'AP000553.2_tpm_unstranded', 'AP000322.1_tpm_unstranded', 'AC064836.1_tpm_unstranded', 'AC073352.2_tpm_unstranded', 'AC024243.1_tpm_unstranded', 'AC107294.2_tpm_unstranded', 'AL365181.4_tpm_unstranded', 'AP000350.5_tpm_unstranded', 'MYHAS_tpm_unstranded', 'AL008721.2_tpm_unstranded', 'AC093388.1_tpm_unstranded', 'Z94721.2_tpm_unstranded', 'AL355816.1_tpm_unstranded', 'AL117339.3_tpm_unstranded', 'AC007349.4_tpm_unstranded', 'AC009570.1_tpm_unstranded', 'AC022392.1_tpm_unstranded', 'LINC02012_tpm_unstranded', 'AC084036.1_tpm_unstranded', 'AF129408.1_tpm_unstranded', 'AC012360.3_tpm_unstranded', 'AC097505.1_tpm_unstranded', 'AL731533.2_tpm_unstranded', 'AL355388.1_tpm_unstranded', 'AL078644.1_tpm_unstranded', 'AC009229.3_tpm_unstranded', 'AC021205.3_tpm_unstranded', 'AC010864.1_tpm_unstranded', 'AL360270.3_tpm_unstranded', 'AC092681.3_tpm_unstranded', 'AL353600.1_tpm_unstranded', 'AC117490.2_tpm_unstranded', 'AC018645.3_tpm_unstranded', 'AC008124.1_tpm_unstranded', 'AP000240.1_tpm_unstranded', 'FAM106A_tpm_unstranded', 'AL358472.3_tpm_unstranded', 'AL844908.2_tpm_unstranded', 'DGCR5_tpm_unstranded', 'LINC02035_tpm_unstranded', 'AC007684.2_tpm_unstranded', 'AL022334.2_tpm_unstranded', 'AC012531.2_tpm_unstranded', 'AC005046.1_tpm_unstranded', 'AL354694.1_tpm_unstranded', 'AL359921.2_tpm_unstranded', 'AC239803.1_tpm_unstranded', 'CDC37L1-DT_tpm_unstranded', 'AL449106.1_tpm_unstranded', 'AC007250.1_tpm_unstranded', 'AC017083.1_tpm_unstranded', 'AL355987.4_tpm_unstranded', 'Z99755.2_tpm_unstranded', 'AC211433.2_tpm_unstranded', 'AC073869.1_tpm_unstranded', 'AL021707.7_tpm_unstranded', 'AC110609.1_tpm_unstranded', 'AC009309.1_tpm_unstranded', 'Z73429.1_tpm_unstranded', 'AC092171.5_tpm_unstranded', 'AC007378.1_tpm_unstranded', 'AP000255.1_tpm_unstranded', 'AC097065.2_tpm_unstranded', 'AL021707.8_tpm_unstranded', 'AC005303.1_tpm_unstranded', 'AL596442.2_tpm_unstranded', 'AP000569.1_tpm_unstranded', 'AP000322.2_tpm_unstranded', 'AC019129.2_tpm_unstranded', 'AL512598.1_tpm_unstranded', 'AL121929.2_tpm_unstranded', 'AL162591.2_tpm_unstranded', 'AL590385.2_tpm_unstranded', 'AC133528.1_tpm_unstranded', 'AP001596.2_tpm_unstranded', 'AC144652.1_tpm_unstranded', 'AC093865.1_tpm_unstranded', 'AP005229.2_tpm_unstranded', 'AC020634.2_tpm_unstranded', 'AL365434.2_tpm_unstranded', 'LINC01990_tpm_unstranded', 'PACERR_tpm_unstranded', 'AL355312.3_tpm_unstranded', 'AC116651.1_tpm_unstranded', 'AL022328.2_tpm_unstranded', 'AC005021.1_tpm_unstranded', 'AC007663.3_tpm_unstranded', 'AP001269.4_tpm_unstranded', 'LINC02604_tpm_unstranded', 'AL355512.1_tpm_unstranded', 'BX537318.1_tpm_unstranded', 'LINC00653_tpm_unstranded', 'AL138963.3_tpm_unstranded', 'AC073957.3_tpm_unstranded', 'AC067747.1_tpm_unstranded', 'AC124016.2_tpm_unstranded', 'AL359962.2_tpm_unstranded', 'AL133215.2_tpm_unstranded', 'AL121652.1_tpm_unstranded', 'LINC02091_tpm_unstranded', 'AC108673.2_tpm_unstranded', 'BX323046.1_tpm_unstranded', 'AL008635.1_tpm_unstranded', 'AC092954.2_tpm_unstranded', 'AC092535.5_tpm_unstranded', 'AC019193.3_tpm_unstranded', 'AC131235.3_tpm_unstranded', 'AC093726.2_tpm_unstranded', 'AC010655.4_tpm_unstranded', 'AL359091.4_tpm_unstranded', 'AL022328.3_tpm_unstranded', 'AC010619.2_tpm_unstranded', 'AL671710.1_tpm_unstranded', 'AC062037.2_tpm_unstranded', 'AL096803.3_tpm_unstranded', 'AP000692.2_tpm_unstranded', 'AC006946.2_tpm_unstranded', 'AC104506.1_tpm_unstranded', 'AC069148.1_tpm_unstranded', 'AP001437.1_tpm_unstranded', 'AC137630.4_tpm_unstranded', 'AC000068.2_tpm_unstranded', 'AL031587.4_tpm_unstranded', 'AC002059.1_tpm_unstranded', 'AC005776.2_tpm_unstranded', 'AC091736.1_tpm_unstranded', 'AL355816.2_tpm_unstranded', 'AL391834.2_tpm_unstranded', 'AC102953.2_tpm_unstranded', 'AC090912.3_tpm_unstranded', 'AC097724.1_tpm_unstranded', 'AC013468.1_tpm_unstranded', 'Z82243.1_tpm_unstranded', 'AC005301.1_tpm_unstranded', 'AC092653.1_tpm_unstranded', 'AC097376.3_tpm_unstranded', 'AC010997.5_tpm_unstranded', 'BX649632.1_tpm_unstranded', 'AL022328.4_tpm_unstranded', 'AF129075.2_tpm_unstranded', 'AC069200.1_tpm_unstranded', 'AC016737.2_tpm_unstranded', 'AC092953.2_tpm_unstranded', 'AL121928.1_tpm_unstranded', 'AL360219.1_tpm_unstranded', 'CNNM3-DT_tpm_unstranded', 'AC097381.3_tpm_unstranded', 'AC090114.2_tpm_unstranded', 'AP000254.2_tpm_unstranded', 'U62317.3_tpm_unstranded', 'AC017083.2_tpm_unstranded', 'AP001033.2_tpm_unstranded', 'AL008718.2_tpm_unstranded', 'AL121672.3_tpm_unstranded', 'AC093458.1_tpm_unstranded', 'AP000350.6_tpm_unstranded', 'AC009275.1_tpm_unstranded', 'AC006153.1_tpm_unstranded', 'AC000068.3_tpm_unstranded', 'AC016717.2_tpm_unstranded', 'AC016747.3_tpm_unstranded', 'AC009237.15_tpm_unstranded', 'AC018690.1_tpm_unstranded', 'AC024560.3_tpm_unstranded', 'DGCR11_tpm_unstranded', 'AL121749.1_tpm_unstranded', 'RBAKDN_tpm_unstranded', 'AC005229.4_tpm_unstranded', 'AC058791.1_tpm_unstranded', 'AC007032.1_tpm_unstranded', 'AC023983.2_tpm_unstranded', 'AL008723.2_tpm_unstranded', 'AC099329.2_tpm_unstranded', 'AC078846.1_tpm_unstranded', 'AL662884.1_tpm_unstranded', 'AP005432.2_tpm_unstranded', 'AC103591.3_tpm_unstranded', 'AC004921.1_tpm_unstranded', 'AP000553.3_tpm_unstranded', 'AC007663.4_tpm_unstranded', 'PAXIP1-AS1_tpm_unstranded', 'AC104109.4_tpm_unstranded', 'AC027449.1_tpm_unstranded', 'AC004832.5_tpm_unstranded', 'AL008718.3_tpm_unstranded', 'AP000894.4_tpm_unstranded', 'LINC02019_tpm_unstranded', 'AC022017.1_tpm_unstranded', 'AC021016.2_tpm_unstranded', 'AP000547.2_tpm_unstranded', 'AL353801.3_tpm_unstranded', 'AL451074.5_tpm_unstranded', 'AL355472.3_tpm_unstranded', 'AC006566.1_tpm_unstranded', 'AC096586.2_tpm_unstranded', 'AC108747.1_tpm_unstranded', 'SFTPD-AS1_tpm_unstranded', 'AL355488.1_tpm_unstranded', 'AC069222.1_tpm_unstranded', 'AC055764.2_tpm_unstranded', 'AL158071.4_tpm_unstranded', 'AL356488.3_tpm_unstranded', 'AL137796.1_tpm_unstranded', 'AC005005.3_tpm_unstranded', 'AC005291.2_tpm_unstranded', 'AC083880.1_tpm_unstranded', 'AC128687.2_tpm_unstranded', 'LINC01396_tpm_unstranded', 'AL159169.3_tpm_unstranded', 'AC004908.3_tpm_unstranded', 'AC107294.3_tpm_unstranded', 'AC245008.1_tpm_unstranded', 'AC069294.1_tpm_unstranded', 'LINC02712_tpm_unstranded', 'AL136982.7_tpm_unstranded', 'LINC02725_tpm_unstranded', 'AL732292.2_tpm_unstranded', 'AC004877.1_tpm_unstranded', 'AC008738.7_tpm_unstranded', 'AL008582.1_tpm_unstranded', 'AC004832.6_tpm_unstranded', 'AC004951.4_tpm_unstranded', 'AC004080.6_tpm_unstranded', 'AC108673.3_tpm_unstranded', 'AC006946.3_tpm_unstranded', 'AL645608.8_tpm_unstranded', 'AC133644.1_tpm_unstranded', 'AC004067.1_tpm_unstranded', 'AC006480.2_tpm_unstranded', 'AC093788.1_tpm_unstranded', 'AL139124.1_tpm_unstranded', 'AL031666.3_tpm_unstranded', 'AC112503.2_tpm_unstranded', 'AC072039.2_tpm_unstranded', 'AC064836.2_tpm_unstranded', 'AC105265.2_tpm_unstranded', 'AP000238.1_tpm_unstranded', 'AC112229.4_tpm_unstranded', 'AC096733.2_tpm_unstranded', 'BX649601.1_tpm_unstranded', 'AL157392.4_tpm_unstranded', 'AL133215.3_tpm_unstranded', 'AL391069.2_tpm_unstranded', 'AL354760.1_tpm_unstranded', 'AL139339.2_tpm_unstranded', 'AC096992.2_tpm_unstranded', 'AC104836.1_tpm_unstranded', 'AC008264.2_tpm_unstranded', 'AP000229.1_tpm_unstranded', 'AC098479.1_tpm_unstranded', 'AL354809.1_tpm_unstranded', 'AL162274.1_tpm_unstranded', 'AL139082.1_tpm_unstranded', 'AL354810.1_tpm_unstranded', 'AC120498.8_tpm_unstranded', 'AL136439.1_tpm_unstranded', 'AC016597.2_tpm_unstranded', 'AC008781.2_tpm_unstranded', 'AL512310.10_tpm_unstranded', 'AL691403.2_tpm_unstranded', 'AC131009.3_tpm_unstranded', 'AC009283.1_tpm_unstranded', 'AC009093.5_tpm_unstranded', 'AC096708.3_tpm_unstranded', 'AL731571.1_tpm_unstranded', 'AL135999.2_tpm_unstranded', 'AL121832.2_tpm_unstranded', 'AL139260.2_tpm_unstranded', 'AL512310.11_tpm_unstranded', 'AC100793.4_tpm_unstranded', 'AC108125.1_tpm_unstranded', 'AC010776.3_tpm_unstranded', 'AC015819.1_tpm_unstranded', 'AC021752.1_tpm_unstranded', 'AC009318.2_tpm_unstranded', 'AC004223.4_tpm_unstranded', 'AC087284.1_tpm_unstranded', 'AC091271.1_tpm_unstranded', 'AC005520.5_tpm_unstranded', 'SUGT1-DT_tpm_unstranded', 'AC007686.3_tpm_unstranded', 'AC011472.4_tpm_unstranded', 'AC022558.3_tpm_unstranded', 'AL117379.1_tpm_unstranded', 'AC245041.1_tpm_unstranded', 'AC024257.4_tpm_unstranded', 'LCA10_tpm_unstranded', 'AC024337.2_tpm_unstranded', 'AL136040.1_tpm_unstranded', 'AL137058.2_tpm_unstranded', 'AC020658.4_tpm_unstranded', 'AC022898.2_tpm_unstranded', 'BX322562.1_tpm_unstranded', 'AL133445.2_tpm_unstranded', 'AC083805.3_tpm_unstranded', 'BX640514.2_tpm_unstranded', 'AC005695.3_tpm_unstranded', 'AL096828.3_tpm_unstranded', 'AC008033.3_tpm_unstranded', 'AL133227.1_tpm_unstranded', 'AC018755.4_tpm_unstranded', 'AL096677.1_tpm_unstranded', 'AF254983.1_tpm_unstranded', 'AC023158.2_tpm_unstranded', 'AC020658.5_tpm_unstranded', 'AC236972.3_tpm_unstranded', 'FRMD6-AS1_tpm_unstranded', 'AC034102.8_tpm_unstranded', 'AL731566.2_tpm_unstranded', 'AL133520.1_tpm_unstranded', 'AC012313.9_tpm_unstranded', 'AC011297.1_tpm_unstranded', 'AL450423.1_tpm_unstranded', 'AC103858.2_tpm_unstranded', 'AC104260.1_tpm_unstranded', 'AC084757.4_tpm_unstranded', 'AL031667.3_tpm_unstranded', 'AC005632.5_tpm_unstranded', 'AC009560.1_tpm_unstranded', 'AC243654.1_tpm_unstranded', 'AC009163.6_tpm_unstranded', 'AC068722.2_tpm_unstranded', 'AC025162.2_tpm_unstranded', 'AL592071.1_tpm_unstranded', 'AC005746.3_tpm_unstranded', 'AC121761.2_tpm_unstranded', 'AC022079.1_tpm_unstranded', 'AL049794.1_tpm_unstranded', 'AL512506.1_tpm_unstranded', 'AL135999.3_tpm_unstranded', 'AL136038.4_tpm_unstranded', 'LINC01138_tpm_unstranded', 'AC024909.1_tpm_unstranded', 'AL360169.2_tpm_unstranded', 'FAM27E3_tpm_unstranded', 'AC069209.1_tpm_unstranded', 'AC092140.2_tpm_unstranded', 'AC007014.2_tpm_unstranded', 'FAM230J_tpm_unstranded', 'AC005089.1_tpm_unstranded', 'AL354821.1_tpm_unstranded', 'AC106739.1_tpm_unstranded', 'AC009032.1_tpm_unstranded', 'AC020910.5_tpm_unstranded', 'AC084824.3_tpm_unstranded', 'AC074029.3_tpm_unstranded', 'AC027807.2_tpm_unstranded', 'AC090164.2_tpm_unstranded', 'AC008121.2_tpm_unstranded', 'AL133243.1_tpm_unstranded', 'AL035661.1_tpm_unstranded', 'AC004528.2_tpm_unstranded', 'AC011815.2_tpm_unstranded', 'AC026333.4_tpm_unstranded', 'AC025521.1_tpm_unstranded', 'AL138689.1_tpm_unstranded', 'AC015912.3_tpm_unstranded', 'AC106028.4_tpm_unstranded', 'AC009163.7_tpm_unstranded', 'AP001065.3_tpm_unstranded', 'AC073575.2_tpm_unstranded', 'AC097478.1_tpm_unstranded', 'AC243585.1_tpm_unstranded', 'AJ011932.1_tpm_unstranded', 'AP003419.2_tpm_unstranded', 'AC138649.1_tpm_unstranded', 'SYNGAP1-AS1_tpm_unstranded', 'AL137078.2_tpm_unstranded', 'AC245297.3_tpm_unstranded', 'AL031665.1_tpm_unstranded', 'AL137060.3_tpm_unstranded', 'AC069281.2_tpm_unstranded', 'AC009831.3_tpm_unstranded', 'AC022929.2_tpm_unstranded', 'AC084018.2_tpm_unstranded', 'AC015660.3_tpm_unstranded', 'AC009269.5_tpm_unstranded', 'AC015722.2_tpm_unstranded', 'AC009318.3_tpm_unstranded', 'LINC02334_tpm_unstranded', 'AL355974.1_tpm_unstranded', 'CU633967.1_tpm_unstranded', 'AC032011.1_tpm_unstranded', 'AC005899.6_tpm_unstranded', 'AC105105.3_tpm_unstranded', 'AC087742.1_tpm_unstranded', 'AL110115.1_tpm_unstranded', 'AC004233.3_tpm_unstranded', 'AC130371.2_tpm_unstranded', 'LINC02804_tpm_unstranded', 'AC148476.1_tpm_unstranded', 'AL121612.1_tpm_unstranded', 'AC103691.1_tpm_unstranded', 'AC097634.2_tpm_unstranded', 'AC015967.1_tpm_unstranded', 'AC090510.2_tpm_unstranded', 'AL121772.1_tpm_unstranded', 'AC241644.3_tpm_unstranded', 'AL162390.1_tpm_unstranded', 'AC245060.5_tpm_unstranded', 'AC114271.1_tpm_unstranded', 'AC145423.1_tpm_unstranded', 'AC008957.2_tpm_unstranded', 'AC078909.2_tpm_unstranded', 'AC005790.1_tpm_unstranded', 'AC092119.2_tpm_unstranded', 'AC023282.1_tpm_unstranded', 'LINC01746_tpm_unstranded', 'AC009154.2_tpm_unstranded', 'AL121768.1_tpm_unstranded', 'AL121845.4_tpm_unstranded', 'AL121772.2_tpm_unstranded', 'AC007336.2_tpm_unstranded', 'AC105020.5_tpm_unstranded', 'AC090970.2_tpm_unstranded', 'MIR223HG_tpm_unstranded', 'AC083806.2_tpm_unstranded', 'AC010205.1_tpm_unstranded', 'AC005332.3_tpm_unstranded', 'AC080038.1_tpm_unstranded', 'AC006249.1_tpm_unstranded', 'AC025031.3_tpm_unstranded', 'AC087893.2_tpm_unstranded', 'PCCA-DT_tpm_unstranded', 'AC007671.1_tpm_unstranded', 'AC073052.1_tpm_unstranded', 'AC125257.2_tpm_unstranded', 'AL157817.1_tpm_unstranded', 'AC106782.5_tpm_unstranded', 'AC022467.1_tpm_unstranded', 'LINC02371_tpm_unstranded', 'AC090517.2_tpm_unstranded', 'AC137590.2_tpm_unstranded', 'AC040169.3_tpm_unstranded', 'AC106886.3_tpm_unstranded', 'AC015540.1_tpm_unstranded', 'AL360181.4_tpm_unstranded', 'AC108704.1_tpm_unstranded', 'AC099521.1_tpm_unstranded', 'AL136964.1_tpm_unstranded', 'AC012653.2_tpm_unstranded', 'AC079906.1_tpm_unstranded', 'AC004466.2_tpm_unstranded', 'AC120498.9_tpm_unstranded', 'AC006435.3_tpm_unstranded', 'AC018926.1_tpm_unstranded', 'BX072579.2_tpm_unstranded', 'AC243829.1_tpm_unstranded', 'AC016747.4_tpm_unstranded', 'AC090241.3_tpm_unstranded', 'AC008121.3_tpm_unstranded', 'AC025166.1_tpm_unstranded', 'AC004825.2_tpm_unstranded', 'AL023803.2_tpm_unstranded', 'LINC01297_tpm_unstranded', 'AC068473.5_tpm_unstranded', 'AC110285.5_tpm_unstranded', 'AC010333.3_tpm_unstranded', 'AC132807.2_tpm_unstranded', 'AC023043.4_tpm_unstranded', 'AC131238.1_tpm_unstranded', 'AL135936.1_tpm_unstranded', 'AC068790.8_tpm_unstranded', 'AL136317.2_tpm_unstranded', 'AC011700.1_tpm_unstranded', 'AC001226.1_tpm_unstranded', 'AC004241.2_tpm_unstranded', 'AC093512.1_tpm_unstranded', 'AC116447.1_tpm_unstranded', 'AL139384.1_tpm_unstranded', 'ZKSCAN2-DT_tpm_unstranded', 'AL157813.1_tpm_unstranded', 'AC090826.2_tpm_unstranded', 'AC079684.1_tpm_unstranded', 'AL109804.1_tpm_unstranded', 'AC090971.5_tpm_unstranded', 'AC026356.1_tpm_unstranded', 'AC087588.1_tpm_unstranded', 'AC020656.2_tpm_unstranded', 'AC092794.1_tpm_unstranded', 'AC254629.1_tpm_unstranded', 'AC013564.1_tpm_unstranded', 'AC006449.1_tpm_unstranded', 'AL354950.1_tpm_unstranded', 'AC015574.1_tpm_unstranded', 'AC005383.1_tpm_unstranded', 'AC002401.3_tpm_unstranded', 'AC091980.2_tpm_unstranded', 'AC009159.1_tpm_unstranded', 'AC011468.5_tpm_unstranded', 'AC020663.3_tpm_unstranded', 'AC026469.1_tpm_unstranded', 'AC022098.4_tpm_unstranded', 'AL031710.2_tpm_unstranded', 'AC024940.5_tpm_unstranded', 'AC244131.2_tpm_unstranded', 'AC048382.5_tpm_unstranded', 'AL133492.1_tpm_unstranded', 'AC027348.1_tpm_unstranded', 'AC005391.1_tpm_unstranded', 'AC243571.1_tpm_unstranded', 'AC018529.1_tpm_unstranded', 'AC048341.2_tpm_unstranded', 'AC130324.3_tpm_unstranded', 'AC018445.1_tpm_unstranded', 'AC007497.1_tpm_unstranded', 'AC092794.2_tpm_unstranded', 'AL512791.2_tpm_unstranded', 'AL161421.1_tpm_unstranded', 'AC245884.11_tpm_unstranded', 'LINC02826_tpm_unstranded', 'AL161431.1_tpm_unstranded', 'AL121906.2_tpm_unstranded', 'LINC00547_tpm_unstranded', 'AC024257.5_tpm_unstranded', 'AC073578.2_tpm_unstranded', 'AC010503.4_tpm_unstranded', 'AC009120.5_tpm_unstranded', 'FAM242F_tpm_unstranded', 'AL355810.1_tpm_unstranded', 'AC135048.3_tpm_unstranded', 'AC127002.2_tpm_unstranded', 'AC012150.2_tpm_unstranded', 'AL391095.2_tpm_unstranded', 'AC025253.1_tpm_unstranded', 'LINC02340_tpm_unstranded', 'AL162731.1_tpm_unstranded', 'AC103746.1_tpm_unstranded', 'AL354950.2_tpm_unstranded', 'AL138781.1_tpm_unstranded', 'AC103691.2_tpm_unstranded', 'AC010999.1_tpm_unstranded', 'AC091167.5_tpm_unstranded', 'C7orf77_tpm_unstranded', 'AL080312.2_tpm_unstranded', 'AC092111.1_tpm_unstranded', 'AC012645.4_tpm_unstranded', 'AC126773.6_tpm_unstranded', 'AC068790.9_tpm_unstranded', 'AL353626.1_tpm_unstranded', 'AL445493.3_tpm_unstranded', 'AC018695.6_tpm_unstranded', 'AL391095.3_tpm_unstranded', 'AC026367.2_tpm_unstranded', 'AC002553.2_tpm_unstranded', 'AC068726.1_tpm_unstranded', 'AC104971.3_tpm_unstranded', 'AC253576.2_tpm_unstranded', 'AF067845.2_tpm_unstranded', 'AC244100.2_tpm_unstranded', 'AL121832.3_tpm_unstranded', 'AL031008.1_tpm_unstranded', 'AC020765.2_tpm_unstranded', 'AC012409.2_tpm_unstranded', 'AC092119.3_tpm_unstranded', 'PTGER4P2-CDK2AP2P2_tpm_unstranded', 'AC105020.6_tpm_unstranded', 'AL117332.1_tpm_unstranded', 'AL449403.2_tpm_unstranded', 'AC083806.3_tpm_unstranded', 'AC009318.4_tpm_unstranded', 'AC087741.2_tpm_unstranded', 'AC025031.4_tpm_unstranded', 'AP003419.3_tpm_unstranded', 'AL512652.1_tpm_unstranded', 'LINC01730_tpm_unstranded', 'AC133552.5_tpm_unstranded', 'CU633906.1_tpm_unstranded', 'AC007998.4_tpm_unstranded', 'AC100791.3_tpm_unstranded', 'AC100835.2_tpm_unstranded', 'AC006449.2_tpm_unstranded', 'STPG3-AS1_tpm_unstranded', 'AC243965.2_tpm_unstranded', 'AC242842.1_tpm_unstranded', 'AC008115.3_tpm_unstranded', 'AL929601.3_tpm_unstranded', 'AC008250.2_tpm_unstranded', 'AL355073.2_tpm_unstranded', 'AL049539.1_tpm_unstranded', 'AC022306.2_tpm_unstranded', 'AL031670.1_tpm_unstranded', 'AC011330.2_tpm_unstranded', 'AC104237.2_tpm_unstranded', 'AC243830.1_tpm_unstranded', 'FLJ16779_tpm_unstranded', 'AC004816.2_tpm_unstranded', 'AL035461.2_tpm_unstranded', 'AC021755.3_tpm_unstranded', 'AC011939.3_tpm_unstranded', 'AC068338.3_tpm_unstranded', 'AL445584.2_tpm_unstranded', 'AC006449.3_tpm_unstranded', 'AC025580.3_tpm_unstranded', 'BX005040.1_tpm_unstranded', 'AL133320.2_tpm_unstranded', 'U47924.3_tpm_unstranded', 'AC090527.3_tpm_unstranded', 'AC007485.1_tpm_unstranded', 'AC008622.2_tpm_unstranded', 'AC243830.2_tpm_unstranded', 'AL049794.2_tpm_unstranded', 'AC010538.1_tpm_unstranded', 'AL162497.1_tpm_unstranded', 'AC026367.3_tpm_unstranded', 'ZNF516-DT_tpm_unstranded', 'AC092747.4_tpm_unstranded', 'AC091982.3_tpm_unstranded', 'AC068792.1_tpm_unstranded', 'AL590227.1_tpm_unstranded', 'AP001059.1_tpm_unstranded', 'AC090206.1_tpm_unstranded', 'AC145285.6_tpm_unstranded', 'AL121829.2_tpm_unstranded', 'AL390755.1_tpm_unstranded', 'AL513548.3_tpm_unstranded', 'AC005912.2_tpm_unstranded', 'LINC01742_tpm_unstranded', 'AC084824.4_tpm_unstranded', 'AC009133.4_tpm_unstranded', 'AC131025.2_tpm_unstranded', 'PICSAR_tpm_unstranded', 'AL139385.1_tpm_unstranded', 'AC132872.3_tpm_unstranded', 'AL021578.1_tpm_unstranded', 'AC021491.4_tpm_unstranded', 'AC125603.4_tpm_unstranded', 'AC139530.3_tpm_unstranded', 'AC138932.4_tpm_unstranded', 'AL160413.1_tpm_unstranded', 'AC009152.1_tpm_unstranded', 'AC004263.1_tpm_unstranded', 'AC244100.3_tpm_unstranded', 'AC008115.4_tpm_unstranded', 'AL355001.2_tpm_unstranded', 'AC091544.7_tpm_unstranded', 'AC211476.3_tpm_unstranded', 'AC109809.1_tpm_unstranded', 'AC079414.3_tpm_unstranded', 'AL160153.1_tpm_unstranded', 'AC073534.2_tpm_unstranded', 'AC243654.3_tpm_unstranded', 'AL391262.1_tpm_unstranded', 'AC074138.1_tpm_unstranded', 'AC027682.6_tpm_unstranded', 'CU633904.1_tpm_unstranded', 'AC040896.1_tpm_unstranded', 'AL132822.1_tpm_unstranded', 'FAM230F_tpm_unstranded', 'AC006538.3_tpm_unstranded', 'AC027601.3_tpm_unstranded', 'AC037198.1_tpm_unstranded', 'AC242988.1_tpm_unstranded', 'AC026356.2_tpm_unstranded', 'FUT8-AS1_tpm_unstranded', 'AC122108.2_tpm_unstranded', 'AC026336.3_tpm_unstranded', 'AC009118.2_tpm_unstranded', 'AC016957.2_tpm_unstranded', 'AC084824.5_tpm_unstranded', 'AC092118.2_tpm_unstranded', 'AC244153.1_tpm_unstranded', 'AC087683.2_tpm_unstranded', 'AC069234.4_tpm_unstranded', 'LINC00226_tpm_unstranded', 'AC245014.3_tpm_unstranded', 'AL118522.1_tpm_unstranded', 'AC006064.5_tpm_unstranded', 'AC243829.2_tpm_unstranded', 'AL442125.1_tpm_unstranded', 'AC127024.6_tpm_unstranded', 'AC007786.2_tpm_unstranded', 'LINC02809_tpm_unstranded', 'AC009118.3_tpm_unstranded', 'AC009509.4_tpm_unstranded', 'FP325318.1_tpm_unstranded', 'AL355974.2_tpm_unstranded', 'AC024884.2_tpm_unstranded', 'AC048382.6_tpm_unstranded', 'AC022960.2_tpm_unstranded', 'AC131159.1_tpm_unstranded', 'AC078880.4_tpm_unstranded', 'AL357033.3_tpm_unstranded', 'AL133243.2_tpm_unstranded', 'AC105429.1_tpm_unstranded', 'AL353770.3_tpm_unstranded', 'AC016876.3_tpm_unstranded', 'AC004241.3_tpm_unstranded', 'LINC01879_tpm_unstranded', 'FLJ36000_tpm_unstranded', 'AC105105.4_tpm_unstranded', 'AC015726.2_tpm_unstranded', 'AC024559.2_tpm_unstranded', 'AC025287.2_tpm_unstranded', 'AC106875.2_tpm_unstranded', 'AL591926.2_tpm_unstranded', 'AC092111.2_tpm_unstranded', 'AL590491.2_tpm_unstranded', 'AL136221.1_tpm_unstranded', 'AL136301.1_tpm_unstranded', 'AC005393.1_tpm_unstranded', 'AC004076.2_tpm_unstranded', 'AC008083.4_tpm_unstranded', 'BX255923.2_tpm_unstranded', 'AC105265.3_tpm_unstranded', 'AC107905.1_tpm_unstranded', 'LINC00540_tpm_unstranded', 'AC061709.2_tpm_unstranded', 'AC008735.4_tpm_unstranded', 'BMS1P14_tpm_unstranded', 'AL354718.2_tpm_unstranded', 'AP000892.3_tpm_unstranded', 'AC243830.3_tpm_unstranded', 'AC239799.1_tpm_unstranded', 'AL133243.3_tpm_unstranded', 'AC092142.2_tpm_unstranded', 'AC025287.3_tpm_unstranded', 'AC010999.2_tpm_unstranded', 'AL356515.1_tpm_unstranded', 'AP001505.1_tpm_unstranded', 'AC018926.2_tpm_unstranded', 'AC097478.2_tpm_unstranded', 'AC130650.2_tpm_unstranded', 'AC010327.6_tpm_unstranded', 'AC002550.2_tpm_unstranded', 'AL442067.1_tpm_unstranded', 'AC022306.3_tpm_unstranded', 'AL109614.1_tpm_unstranded', 'AL117372.1_tpm_unstranded', 'AC007786.3_tpm_unstranded', 'AJ011931.1_tpm_unstranded', 'AL109954.2_tpm_unstranded', 'AL117335.1_tpm_unstranded', 'AC007950.2_tpm_unstranded', 'AC009090.3_tpm_unstranded', 'AC104237.3_tpm_unstranded', 'AL161891.1_tpm_unstranded', 'AL356130.1_tpm_unstranded', 'AL121757.3_tpm_unstranded', 'AC004466.3_tpm_unstranded', 'AC138466.3_tpm_unstranded', 'AL136295.6_tpm_unstranded', 'AC010809.3_tpm_unstranded', 'AL442067.2_tpm_unstranded', 'AC243773.1_tpm_unstranded', 'AC005840.4_tpm_unstranded', 'AC123768.3_tpm_unstranded', 'AC137834.2_tpm_unstranded', 'AC142472.1_tpm_unstranded', 'AL445649.1_tpm_unstranded', 'AL731566.3_tpm_unstranded', 'AC105137.2_tpm_unstranded', 'AC006111.3_tpm_unstranded', 'AL353753.1_tpm_unstranded', 'AL121890.2_tpm_unstranded', 'AC025271.4_tpm_unstranded', 'LINC02227_tpm_unstranded', 'BX640515.1_tpm_unstranded', 'AC068234.2_tpm_unstranded', 'AC092117.1_tpm_unstranded', 'AC022188.1_tpm_unstranded', 'AL138955.1_tpm_unstranded', 'AC004801.6_tpm_unstranded', 'AC020922.4_tpm_unstranded', 'AC023510.2_tpm_unstranded', 'AC016590.3_tpm_unstranded', 'AC245041.2_tpm_unstranded', 'AC002401.4_tpm_unstranded', 'AC026124.2_tpm_unstranded', 'AL589745.2_tpm_unstranded', 'AC015922.3_tpm_unstranded', 'AC124319.2_tpm_unstranded', 'AC074050.4_tpm_unstranded', 'AC011718.1_tpm_unstranded', 'AL512624.2_tpm_unstranded', 'BX664730.1_tpm_unstranded', 'AC023157.2_tpm_unstranded', 'AL442125.2_tpm_unstranded', 'AL139351.1_tpm_unstranded', 'AC009041.3_tpm_unstranded', 'AC009704.2_tpm_unstranded', 'AL121772.3_tpm_unstranded', 'AL158063.1_tpm_unstranded', 'AL158196.1_tpm_unstranded', 'AC078880.5_tpm_unstranded', 'AC008760.2_tpm_unstranded', 'AL023881.1_tpm_unstranded', 'AC116003.3_tpm_unstranded', 'AL513314.2_tpm_unstranded', 'AC096642.1_tpm_unstranded', 'AC120498.10_tpm_unstranded', 'AC148477.4_tpm_unstranded', 'AC008556.1_tpm_unstranded', 'AC023490.2_tpm_unstranded', 'AL590096.1_tpm_unstranded', 'AL031663.3_tpm_unstranded', 'AL390964.1_tpm_unstranded', 'AL122125.1_tpm_unstranded', 'CU634019.1_tpm_unstranded', 'AL121890.3_tpm_unstranded', 'AC243829.4_tpm_unstranded', 'AL589743.3_tpm_unstranded', 'AC073569.3_tpm_unstranded', 'AC012409.3_tpm_unstranded', 'LINC00235_tpm_unstranded', 'AC092757.3_tpm_unstranded', 'AL138820.1_tpm_unstranded', 'AC110048.2_tpm_unstranded', 'AL139384.2_tpm_unstranded', 'AC012676.3_tpm_unstranded', 'AC004241.4_tpm_unstranded', 'AC006449.5_tpm_unstranded', 'AC131212.1_tpm_unstranded', 'LINC01632_tpm_unstranded', 'AC005696.4_tpm_unstranded', 'AC090164.3_tpm_unstranded', 'AC009159.2_tpm_unstranded', 'SPANXA2-OT1_tpm_unstranded', 'AL139123.1_tpm_unstranded', 'AC090116.1_tpm_unstranded', 'AL138686.1_tpm_unstranded', 'AC084781.1_tpm_unstranded', 'GTSE1-DT_tpm_unstranded', 'AL035420.3_tpm_unstranded', 'AC084782.3_tpm_unstranded', 'AL157762.1_tpm_unstranded', 'AC083809.1_tpm_unstranded', 'FAM74A7_tpm_unstranded', 'LHX1-DT_tpm_unstranded', 'AL160412.1_tpm_unstranded', 'AC004812.2_tpm_unstranded', 'AL109976.1_tpm_unstranded', 'LINC02881_tpm_unstranded', 'AC084876.1_tpm_unstranded', 'AL034550.2_tpm_unstranded', 'AC090246.1_tpm_unstranded', 'AC093462.1_tpm_unstranded', 'AC108002.2_tpm_unstranded', 'AC048344.4_tpm_unstranded', 'AL353770.4_tpm_unstranded', 'AC013553.3_tpm_unstranded', 'AP001065.4_tpm_unstranded', 'AL138966.2_tpm_unstranded', 'AC010654.1_tpm_unstranded', 'AL132765.2_tpm_unstranded', 'AC005837.4_tpm_unstranded', 'AC010331.1_tpm_unstranded', 'AL138999.1_tpm_unstranded', 'BX005040.3_tpm_unstranded', 'AC069234.5_tpm_unstranded', 'AL121890.4_tpm_unstranded', 'AC012676.4_tpm_unstranded', 'LINC02338_tpm_unstranded', 'CEBPB-AS1_tpm_unstranded', 'AC002094.4_tpm_unstranded', 'AC010271.2_tpm_unstranded', 'AP001527.2_tpm_unstranded', 'AC080038.2_tpm_unstranded', 'AC005332.5_tpm_unstranded', 'AC090607.5_tpm_unstranded', 'AC087392.5_tpm_unstranded', 'AL357033.4_tpm_unstranded', 'AC243571.2_tpm_unstranded', 'AC010536.3_tpm_unstranded', 'AC116407.2_tpm_unstranded', 'AC245123.1_tpm_unstranded', 'LINC01796_tpm_unstranded', 'AC007996.1_tpm_unstranded', 'ZNF630-AS1_tpm_unstranded', 'AC026471.5_tpm_unstranded', 'AL356752.1_tpm_unstranded', 'AC018926.3_tpm_unstranded', 'AL031651.1_tpm_unstranded', 'AL109923.1_tpm_unstranded', 'AC018553.1_tpm_unstranded', 'AC089999.2_tpm_unstranded', 'AC244093.3_tpm_unstranded', 'AL023803.3_tpm_unstranded', 'AC008759.3_tpm_unstranded', 'AC244093.4_tpm_unstranded', 'AC007546.1_tpm_unstranded', 'AC130343.3_tpm_unstranded', 'AC005363.2_tpm_unstranded', 'AC008406.3_tpm_unstranded', 'AC005277.2_tpm_unstranded', 'PGM5P3-AS1_tpm_unstranded', 'AL391261.2_tpm_unstranded', 'AL662791.2_tpm_unstranded', 'AL354696.1_tpm_unstranded', 'AC211486.5_tpm_unstranded', 'AL392048.1_tpm_unstranded', 'AL139407.1_tpm_unstranded', 'AC243585.2_tpm_unstranded', 'AL121583.1_tpm_unstranded', 'AP003900.1_tpm_unstranded', 'AC097478.3_tpm_unstranded', 'AC159540.2_tpm_unstranded', 'AC079174.2_tpm_unstranded', 'LINC02255_tpm_unstranded', 'AC097641.2_tpm_unstranded', 'AC126175.2_tpm_unstranded', 'AC011462.4_tpm_unstranded', 'AC023300.2_tpm_unstranded', 'AL358394.3_tpm_unstranded', 'AL138995.1_tpm_unstranded', 'AL442128.2_tpm_unstranded', 'AC068870.2_tpm_unstranded', 'AC084781.2_tpm_unstranded', 'AL359693.1_tpm_unstranded', 'AL138478.1_tpm_unstranded', 'AC006213.4_tpm_unstranded', 'AC020917.3_tpm_unstranded', 'AL031651.2_tpm_unstranded', 'AL138960.1_tpm_unstranded', 'AC090340.1_tpm_unstranded', 'AC026368.1_tpm_unstranded', 'LINC02391_tpm_unstranded', 'AC097634.3_tpm_unstranded', 'AL162574.1_tpm_unstranded', 'FAM230A_tpm_unstranded', 'AC131159.2_tpm_unstranded', 'AL391988.1_tpm_unstranded', 'AC135279.3_tpm_unstranded', 'AL390037.1_tpm_unstranded', 'AC243773.2_tpm_unstranded', 'AC010722.1_tpm_unstranded', 'AC007527.2_tpm_unstranded', 'AL035252.3_tpm_unstranded', 'AC107308.1_tpm_unstranded', 'AC092376.2_tpm_unstranded', 'AL162274.2_tpm_unstranded', 'AC006449.6_tpm_unstranded', 'AC010542.5_tpm_unstranded', 'LINC02351_tpm_unstranded', 'FP236241.1_tpm_unstranded', 'AC079779.4_tpm_unstranded', 'AC009093.6_tpm_unstranded', 'AC139100.2_tpm_unstranded', 'AL627171.1_tpm_unstranded', 'AC024941.1_tpm_unstranded', 'AL031658.2_tpm_unstranded', 'AC245033.2_tpm_unstranded', 'AC064801.1_tpm_unstranded', 'AC118658.1_tpm_unstranded', 'AL121895.2_tpm_unstranded', 'AL133325.3_tpm_unstranded', 'FAM247B_tpm_unstranded', 'AC104985.2_tpm_unstranded', 'AC009159.3_tpm_unstranded', 'AC012366.1_tpm_unstranded', 'AL161669.3_tpm_unstranded', 'AC114341.1_tpm_unstranded', 'AC069503.3_tpm_unstranded', 'LUNAR1_tpm_unstranded', 'AC022509.4_tpm_unstranded', 'AC243829.5_tpm_unstranded', 'AC027575.2_tpm_unstranded', 'AC145423.2_tpm_unstranded', 'AC139768.1_tpm_unstranded', 'AC135050.6_tpm_unstranded', 'AC012409.4_tpm_unstranded', 'AL121809.2_tpm_unstranded', 'AL121782.1_tpm_unstranded', 'TSC22D1-AS1_tpm_unstranded', 'AP001059.2_tpm_unstranded', 'GLIDR_tpm_unstranded', 'AL354811.1_tpm_unstranded', 'AL118505.1_tpm_unstranded', 'LINC01971_tpm_unstranded', 'AC243919.2_tpm_unstranded', 'AL031320.2_tpm_unstranded', 'LINC02139_tpm_unstranded', 'AL133342.1_tpm_unstranded', 'AL359513.1_tpm_unstranded', 'AC243967.3_tpm_unstranded', 'AC004852.2_tpm_unstranded', 'AC005344.1_tpm_unstranded', 'AC079949.2_tpm_unstranded', 'AL110115.2_tpm_unstranded', 'AL161772.1_tpm_unstranded', 'AL161616.2_tpm_unstranded', 'AC018529.2_tpm_unstranded', 'VWA8-AS1_tpm_unstranded', 'AC138028.6_tpm_unstranded', 'AC063943.1_tpm_unstranded', 'AC009248.2_tpm_unstranded', 'AC005911.1_tpm_unstranded', 'AL356652.1_tpm_unstranded', 'AC021422.1_tpm_unstranded', 'AP004609.3_tpm_unstranded', 'AL031673.1_tpm_unstranded', 'AC121338.2_tpm_unstranded', 'AC099518.6_tpm_unstranded', 'AL354696.2_tpm_unstranded', 'AL122023.1_tpm_unstranded', 'AC108861.1_tpm_unstranded', 'AL451164.2_tpm_unstranded', 'AC243547.2_tpm_unstranded', 'AC023830.3_tpm_unstranded', 'AL137246.2_tpm_unstranded', 'AC015712.7_tpm_unstranded', 'AL359880.1_tpm_unstranded', 'AC068506.1_tpm_unstranded', 'AC138393.3_tpm_unstranded', 'AC009268.2_tpm_unstranded', 'AC009464.1_tpm_unstranded', 'AC010998.3_tpm_unstranded', 'AC006213.5_tpm_unstranded', 'AC039056.2_tpm_unstranded', 'AC068831.5_tpm_unstranded', 'AL161645.1_tpm_unstranded', 'AC026585.1_tpm_unstranded', 'AC003101.2_tpm_unstranded', 'AL162171.3_tpm_unstranded', 'AL133396.1_tpm_unstranded', 'AC015871.3_tpm_unstranded', 'AL158163.2_tpm_unstranded', 'AC015819.2_tpm_unstranded', 'ZNF426-DT_tpm_unstranded', 'AC037198.2_tpm_unstranded', 'AC023310.4_tpm_unstranded', 'AC005962.1_tpm_unstranded', 'LINC02335_tpm_unstranded', 'AC244093.5_tpm_unstranded', 'AC015813.4_tpm_unstranded', 'AC245452.4_tpm_unstranded', 'AC005899.7_tpm_unstranded', 'AC244100.4_tpm_unstranded', 'AL162574.2_tpm_unstranded', 'AC100847.1_tpm_unstranded', 'NKILA_tpm_unstranded', 'AC120114.2_tpm_unstranded', 'AC133540.1_tpm_unstranded', 'MCM8-AS1_tpm_unstranded', 'AL445288.1_tpm_unstranded', 'AC000403.1_tpm_unstranded', 'AC005332.6_tpm_unstranded', 'AC022079.2_tpm_unstranded', 'AC013553.4_tpm_unstranded', 'AC005332.7_tpm_unstranded', 'AC087239.1_tpm_unstranded', 'AC004477.2_tpm_unstranded', 'AC092683.2_tpm_unstranded', 'BACE1-AS_tpm_unstranded', 'AC090510.3_tpm_unstranded', 'AL136295.7_tpm_unstranded', 'LINC00624_tpm_unstranded', 'AL121890.5_tpm_unstranded', 'AC099811.5_tpm_unstranded', 'AL513190.1_tpm_unstranded', 'AC073508.3_tpm_unstranded', 'AC009878.1_tpm_unstranded', 'AC006157.1_tpm_unstranded', 'BX539320.1_tpm_unstranded', 'CU638689.1_tpm_unstranded', 'CU634019.2_tpm_unstranded', 'FP325330.2_tpm_unstranded', 'AL358852.1_tpm_unstranded', 'AC005609.1_tpm_unstranded', 'CU633906.2_tpm_unstranded', 'AC005609.2_tpm_unstranded', 'BANCR_tpm_unstranded', 'AC015819.3_tpm_unstranded', 'AC005609.3_tpm_unstranded', 'CEP83-DT_tpm_unstranded', 'AC005005.4_tpm_unstranded', 'EPB41L4A-DT_tpm_unstranded', 'AP005242.3_tpm_unstranded', 'AC005753.1_tpm_unstranded', 'FP236240.1_tpm_unstranded', 'CR381653.1_tpm_unstranded', 'AC244517.4_tpm_unstranded', 'AC027045.1_tpm_unstranded', 'AC005609.4_tpm_unstranded', 'FP475955.1_tpm_unstranded', 'AL022329.3_tpm_unstranded', 'HEIH_tpm_unstranded', 'AC079298.1_tpm_unstranded', 'FP671120.4_tpm_unstranded', 'AL022323.1_tpm_unstranded', 'AC010223.1_tpm_unstranded', 'AC244517.5_tpm_unstranded', 'FP236315.1_tpm_unstranded', 'HEXD-IT1_tpm_unstranded', 'AC244517.6_tpm_unstranded', 'AC073263.2_tpm_unstranded', 'AC118758.2_tpm_unstranded', 'SND1-IT1_tpm_unstranded', 'AL022322.2_tpm_unstranded', 'LINC01727_tpm_unstranded', 'AL022323.2_tpm_unstranded', 'LINC01670_tpm_unstranded', 'AL022323.3_tpm_unstranded', 'LINC01451_tpm_unstranded', 'AC011912.1_tpm_unstranded', 'AL021920.1_tpm_unstranded', 'AC003681.1_tpm_unstranded', 'AC105052.4_tpm_unstranded', 'AL033543.1_tpm_unstranded', 'CR559946.2_tpm_unstranded', 'AC004943.3_tpm_unstranded', 'Z95114.1_tpm_unstranded', 'GPR1-AS_tpm_unstranded', 'AC008522.1_tpm_unstranded', 'AC063980.1_tpm_unstranded', 'LINC02736_tpm_unstranded', 'FAM223A_tpm_unstranded', 'AC007614.1_tpm_unstranded', 'PP2672_tpm_unstranded', 'AC012020.1_tpm_unstranded', 'AC245060.6_tpm_unstranded', 'Z99916.3_tpm_unstranded', 'AC006994.1_tpm_unstranded', 'AC018692.1_tpm_unstranded', 'AL136359.1_tpm_unstranded', 'AP000866.6_tpm_unstranded', 'Z98885.3_tpm_unstranded', 'AC244517.7_tpm_unstranded', 'LINC00244_tpm_unstranded', 'AL008638.3_tpm_unstranded', 'AP000542.2_tpm_unstranded', 'AC244230.1_tpm_unstranded', 'AL159972.1_tpm_unstranded', 'AP000350.8_tpm_unstranded', 'AC244517.8_tpm_unstranded', 'KLHL30-AS1_tpm_unstranded', 'AL117328.2_tpm_unstranded', 'CR392039.3_tpm_unstranded', 'FAM230C_tpm_unstranded', 'AC008764.8_tpm_unstranded', 'AL022323.4_tpm_unstranded', 'AC244517.9_tpm_unstranded', 'AL162426.1_tpm_unstranded', 'LINC01666_tpm_unstranded', 'AL031593.1_tpm_unstranded', 'AL358613.2_tpm_unstranded', 'AC025280.2_tpm_unstranded', 'AL359697.1_tpm_unstranded', 'LINC00216_tpm_unstranded', 'Z82217.1_tpm_unstranded', 'AC110491.2_tpm_unstranded', 'AC024610.2_tpm_unstranded', 'AC079801.1_tpm_unstranded', 'MAPT-IT1_tpm_unstranded', 'FP565260.5_tpm_unstranded', 'FP325330.3_tpm_unstranded', 'Z95114.2_tpm_unstranded', 'AC005609.5_tpm_unstranded', 'LINC02033_tpm_unstranded', 'AL022311.1_tpm_unstranded', 'AC239585.2_tpm_unstranded', 'FP475955.2_tpm_unstranded', 'AC005899.8_tpm_unstranded', 'FP236315.3_tpm_unstranded', 'LINC02339_tpm_unstranded', 'AL031846.2_tpm_unstranded', 'C8orf87_tpm_unstranded', 'AL008638.4_tpm_unstranded', 'CR382287.1_tpm_unstranded', 'AC005618.2_tpm_unstranded', 'LINC01126_tpm_unstranded', 'AL008638.5_tpm_unstranded', 'LINC01651_tpm_unstranded', 'Z95114.4_tpm_unstranded', 'AP006248.3_tpm_unstranded', 'AC022784.6_tpm_unstranded', 'BX324167.2_tpm_unstranded', 'CCDC28A-AS1_tpm_unstranded', 'CU104787.1_tpm_unstranded', 'AC008103.1_tpm_unstranded', 'FP475955.3_tpm_unstranded', 'AC079298.2_tpm_unstranded', 'AC008079.1_tpm_unstranded', 'AL031595.2_tpm_unstranded', 'CU634019.5_tpm_unstranded', 'AL008638.6_tpm_unstranded', 'AC005618.3_tpm_unstranded', 'AC244517.11_tpm_unstranded', 'AC020661.4_tpm_unstranded', 'TMEM75_tpm_unstranded', 'TBC1D22A-AS1_tpm_unstranded', 'CU639417.4_tpm_unstranded', 'AJ239318.1_tpm_unstranded', 'PLAC4_tpm_unstranded', 'AC090983.1_tpm_unstranded', 'AC240565.2_tpm_unstranded', 'CU638689.4_tpm_unstranded', 'CU638689.5_tpm_unstranded', 'AL136526.1_tpm_unstranded', 'CU639417.5_tpm_unstranded', 'LINC01669_tpm_unstranded', 'AC245140.2_tpm_unstranded', 'Z82202.1_tpm_unstranded', 'AC026401.3_tpm_unstranded', 'AC106795.5_tpm_unstranded', 'UCKL1-AS1_tpm_unstranded', 'AL008636.1_tpm_unstranded', 'AC079298.3_tpm_unstranded', 'AF131216.4_tpm_unstranded', 'LINC02887_tpm_unstranded', 'AC037487.4_tpm_unstranded', 'ERICD_tpm_unstranded', 'AC244517.12_tpm_unstranded', 'AP000542.3_tpm_unstranded', 'LINC01726_tpm_unstranded', 'AL021877.2_tpm_unstranded', 'AL161782.1_tpm_unstranded', 'AC019080.5_tpm_unstranded', 'AC096920.1_tpm_unstranded', 'Z95331.1_tpm_unstranded', 'FP325332.1_tpm_unstranded', 'AL034546.1_tpm_unstranded', 'AC007326.2_tpm_unstranded', 'AL357673.2_tpm_unstranded', 'AL031595.3_tpm_unstranded', 'FP236383.3_tpm_unstranded', 'AL049536.1_tpm_unstranded', 'AL359745.1_tpm_unstranded', 'AL356481.2_tpm_unstranded', 'AL358154.1_tpm_unstranded', 'AC005329.3_tpm_unstranded', 'AL591030.1_tpm_unstranded', 'SALRNA2_tpm_unstranded', 'ASAP1-IT2_tpm_unstranded', 'LINC01374_tpm_unstranded', 'AL158835.3_tpm_unstranded', 'LINC02342_tpm_unstranded', 'LINC01348_tpm_unstranded', 'BTG3-AS1_tpm_unstranded', 'AJ239328.1_tpm_unstranded', 'AC009133.5_tpm_unstranded', 'FP236383.4_tpm_unstranded', 'SCAANT1_tpm_unstranded', 'PCAT14_tpm_unstranded', 'THRIL_tpm_unstranded', 'LINC02204_tpm_unstranded', 'KCNIP4-IT1_tpm_unstranded', 'AL157396.1_tpm_unstranded', 'LINC01242_tpm_unstranded', 'SH3PXD2A-AS1_tpm_unstranded', 'AC060814.3_tpm_unstranded', 'HPAT5_tpm_unstranded', 'AL139035.1_tpm_unstranded', 'JADRR_tpm_unstranded', 'PCAT5_tpm_unstranded', 'LINC01943_tpm_unstranded', 'LINC00251_tpm_unstranded', 'LINC01232_tpm_unstranded', 'EIF1B-AS1_tpm_unstranded', 'LINC01173_tpm_unstranded', 'LINC00850_tpm_unstranded', 'AL356481.3_tpm_unstranded', 'AL732314.4_tpm_unstranded', 'LINC01202_tpm_unstranded', 'JAKMIP2-AS1_tpm_unstranded', 'LINC00294_tpm_unstranded', 'FP671120.6_tpm_unstranded', 'LINC00836_tpm_unstranded', 'GSEC_tpm_unstranded', 'CPS1-IT1_tpm_unstranded', 'AL121956.5_tpm_unstranded', 'MIR325HG_tpm_unstranded', 'AC017002.2_tpm_unstranded', 'AC060814.4_tpm_unstranded', 'ELDR_tpm_unstranded', 'FOXCUT_tpm_unstranded', 'AC092848.1_tpm_unstranded', 'LINC00628_tpm_unstranded', 'CTBP1-AS_tpm_unstranded', 'AL353658.1_tpm_unstranded', 'LINC01163_tpm_unstranded', 'TTTY3B_tpm_unstranded', 'LINC00581_tpm_unstranded', 'CCAT2_tpm_unstranded', 'LINC00921_tpm_unstranded', 'AC092574.2_tpm_unstranded', 'AL078581.4_tpm_unstranded', 'N4BP2L2-IT2_tpm_unstranded', 'AL117327.1_tpm_unstranded', 'LINC01395_tpm_unstranded', 'TRG-AS1_tpm_unstranded', 'AC135068.8_tpm_unstranded', 'AC006355.2_tpm_unstranded', 'PTENP1-AS_tpm_unstranded', 'SCHLAP1_tpm_unstranded', 'AC018358.1_tpm_unstranded', 'LINC01127_tpm_unstranded', 'AL355390.2_tpm_unstranded', 'FP236383.5_tpm_unstranded', 'NPTN-IT1_tpm_unstranded', 'LINC00706_tpm_unstranded', 'GHET1_tpm_unstranded', 'AC007878.1_tpm_unstranded', 'LINC00934_tpm_unstranded', 'LINC01097_tpm_unstranded', 'SLFNL1-AS1_tpm_unstranded', 'LINC00254_tpm_unstranded', 'LINC02536_tpm_unstranded', 'SALRNA3_tpm_unstranded', 'LINC01338_tpm_unstranded', 'LINC00997_tpm_unstranded', 'AC024941.2_tpm_unstranded', 'HELLPAR_tpm_unstranded', 'ARRDC3-AS1_tpm_unstranded', 'RASSF1-AS1_tpm_unstranded', 'AL049541.1_tpm_unstranded', 'INE2_tpm_unstranded', 'ABALON_tpm_unstranded', 'FP671120.7_tpm_unstranded', 'AP003500.1_tpm_unstranded', 'LINC00506_tpm_unstranded', 'SNHG4_tpm_unstranded', 'LINC01176_tpm_unstranded', 'PANDAR_tpm_unstranded', 'TGFB2-OT1_tpm_unstranded', 'AL049541.2_tpm_unstranded', 'AC006504.7_tpm_unstranded', 'PISRT1_tpm_unstranded', 'LINC01955_tpm_unstranded', 'DNAJB5-DT_tpm_unstranded', 'SEPSECS-AS1_tpm_unstranded', 'AC004461.2_tpm_unstranded', 'AC254562.3_tpm_unstranded', 'LINC00895_tpm_unstranded', 'LSINCT5_tpm_unstranded', 'AL157778.1_tpm_unstranded', 'DBET_tpm_unstranded', 'SAMD12-AS1_tpm_unstranded', 'EBLN3P_tpm_unstranded', 'AP000851.2_tpm_unstranded', 'LINC00538_tpm_unstranded', 'RBM5-AS1_tpm_unstranded', 'PACRG-AS1_tpm_unstranded', 'LINC01012_tpm_unstranded', 'ERC2-IT1_tpm_unstranded', 'LINC01080_tpm_unstranded', 'METTL14-DT_tpm_unstranded', 'Z84468.1_tpm_unstranded', 'C2-AS1_tpm_unstranded', 'LINC01230_tpm_unstranded', 'LINC00550_tpm_unstranded', 'LINC01394_tpm_unstranded', 'HCP5B_tpm_unstranded', 'LINC00602_tpm_unstranded', 'AL732314.10_tpm_unstranded', 'LINC00891_tpm_unstranded', 'AC106017.2_tpm_unstranded', 'PAUPAR_tpm_unstranded', 'LINC02246_tpm_unstranded', 'AC233263.7_tpm_unstranded', 'LINC01144_tpm_unstranded', 'AC007389.3_tpm_unstranded', 'AF067845.4_tpm_unstranded', 'AP000357.2_tpm_unstranded', 'AC100810.3_tpm_unstranded', 'AC006581.2_tpm_unstranded', 'AL009031.1_tpm_unstranded', 'AC074387.1_tpm_unstranded', 'Z82244.1_tpm_unstranded', 'AL591742.2_tpm_unstranded', 'AC092807.3_tpm_unstranded', 'AC006511.4_tpm_unstranded', 'AL160408.6_tpm_unstranded', 'LINC02815_tpm_unstranded', 'AL592430.2_tpm_unstranded', 'AC245187.2_tpm_unstranded', 'AL137798.2_tpm_unstranded', 'AF067845.5_tpm_unstranded', 'PEG13_tpm_unstranded', 'AC007993.3_tpm_unstranded', 'AC119427.1_tpm_unstranded', 'AL450990.1_tpm_unstranded', 'AC140479.4_tpm_unstranded', 'AL451007.2_tpm_unstranded', 'AC100797.4_tpm_unstranded', 'AC104073.4_tpm_unstranded', 'AL358472.4_tpm_unstranded', 'AL392083.1_tpm_unstranded', 'AC016588.2_tpm_unstranded', 'AL109920.1_tpm_unstranded', 'AC092811.1_tpm_unstranded', 'AC074099.1_tpm_unstranded', 'AL109837.2_tpm_unstranded', 'LINC01002_tpm_unstranded', 'AC110491.3_tpm_unstranded', 'AC092192.1_tpm_unstranded', 'AC068733.3_tpm_unstranded', 'AL133516.1_tpm_unstranded', 'AC215522.2_tpm_unstranded', 'FAM138F_tpm_unstranded', 'Z82244.2_tpm_unstranded', 'AC245519.2_tpm_unstranded', 'AC129915.3_tpm_unstranded', 'AC104333.4_tpm_unstranded', 'PGR-AS1_tpm_unstranded', 'AL021920.3_tpm_unstranded', 'AC026950.2_tpm_unstranded', 'AL358790.1_tpm_unstranded', 'AL157888.1_tpm_unstranded', 'AC090164.4_tpm_unstranded', 'AC008993.3_tpm_unstranded', 'AC000035.1_tpm_unstranded', 'AC009971.1_tpm_unstranded', 'AC068544.2_tpm_unstranded', 'AC004554.1_tpm_unstranded', 'AL590644.2_tpm_unstranded', 'AL359834.1_tpm_unstranded', 'BISPR_tpm_unstranded', 'AC003992.1_tpm_unstranded', 'AC084035.1_tpm_unstranded', 'AC012560.1_tpm_unstranded', 'Z98752.4_tpm_unstranded', 'AC027045.2_tpm_unstranded', 'AL627171.2_tpm_unstranded', 'AL358215.2_tpm_unstranded', 'AC009975.1_tpm_unstranded', 'AL353651.2_tpm_unstranded', 'AC107398.4_tpm_unstranded', 'AL513321.2_tpm_unstranded', 'Z98883.1_tpm_unstranded', 'Z83818.2_tpm_unstranded', 'AC091769.1_tpm_unstranded', 'LINC02746_tpm_unstranded', 'AC107068.2_tpm_unstranded', 'AC010424.3_tpm_unstranded', 'AC004784.1_tpm_unstranded', 'AC140481.3_tpm_unstranded', 'AC063952.4_tpm_unstranded', 'AC008537.4_tpm_unstranded', 'AL583852.1_tpm_unstranded', 'PRNCR1_tpm_unstranded', 'AC026108.1_tpm_unstranded', 'AP001005.3_tpm_unstranded', 'LINC02034_tpm_unstranded', 'PCBP2-OT1_tpm_unstranded', 'AC099753.1_tpm_unstranded', 'MPP7-DT_tpm_unstranded', 'AL162456.1_tpm_unstranded', 'AC009975.2_tpm_unstranded', 'LINC02635_tpm_unstranded', 'AL450426.1_tpm_unstranded', 'AC007221.1_tpm_unstranded', 'AL589826.2_tpm_unstranded', 'AC027045.3_tpm_unstranded', 'AC009242.1_tpm_unstranded', 'AC022596.2_tpm_unstranded', 'LINC01988_tpm_unstranded', 'AL391597.1_tpm_unstranded', 'AC103703.1_tpm_unstranded', 'LINC01668_tpm_unstranded', 'LINC02456_tpm_unstranded', 'AL390862.1_tpm_unstranded', 'AC009234.1_tpm_unstranded', 'AC215522.3_tpm_unstranded', 'AL353759.1_tpm_unstranded', 'AL158175.1_tpm_unstranded', 'AL157931.2_tpm_unstranded', 'AL137077.2_tpm_unstranded', 'LINC02498_tpm_unstranded', 'FP565171.1_tpm_unstranded', 'AL731555.1_tpm_unstranded', 'AL132857.1_tpm_unstranded', 'AC010642.2_tpm_unstranded', 'AC011451.3_tpm_unstranded', 'MGC4859_tpm_unstranded', 'AC009951.5_tpm_unstranded', 'HYMAI_tpm_unstranded', 'AC022726.2_tpm_unstranded', 'AC009403.2_tpm_unstranded', 'AC006207.1_tpm_unstranded', 'LINC02666_tpm_unstranded', 'AC137936.1_tpm_unstranded', 'AC116353.5_tpm_unstranded', 'AC012564.1_tpm_unstranded', 'AC012507.3_tpm_unstranded', 'AC007920.2_tpm_unstranded', 'AC116565.1_tpm_unstranded', 'AC106858.1_tpm_unstranded', 'AC130466.1_tpm_unstranded', 'LINC02537_tpm_unstranded', 'AC068205.1_tpm_unstranded', 'AC007218.2_tpm_unstranded', 'AC139493.2_tpm_unstranded', 'AC007529.2_tpm_unstranded', 'AL022100.2_tpm_unstranded', 'AC007491.1_tpm_unstranded', 'AC242022.1_tpm_unstranded', 'AL356234.3_tpm_unstranded', 'AC093277.1_tpm_unstranded', 'AP005212.4_tpm_unstranded', 'AC073869.3_tpm_unstranded', 'LINC02183_tpm_unstranded', 'LINC02357_tpm_unstranded', 'AL831711.1_tpm_unstranded', 'AC068205.2_tpm_unstranded', 'AL160396.1_tpm_unstranded', 'AL021368.4_tpm_unstranded', 'AL592295.3_tpm_unstranded', 'AC087521.4_tpm_unstranded', 'AL807742.1_tpm_unstranded', 'AC108477.1_tpm_unstranded', 'AL138694.1_tpm_unstranded', 'AC090952.2_tpm_unstranded', 'AL807740.1_tpm_unstranded', 'AC005394.2_tpm_unstranded', 'AL121759.2_tpm_unstranded', 'MIR548A1HG_tpm_unstranded', 'AL590627.2_tpm_unstranded', 'AC008703.1_tpm_unstranded', 'AC087280.2_tpm_unstranded', 'AC024614.4_tpm_unstranded', 'LINC02452_tpm_unstranded', 'AC109462.3_tpm_unstranded', 'LINC01958_tpm_unstranded', 'LINC01260_tpm_unstranded', 'AL136985.3_tpm_unstranded', 'AC087565.2_tpm_unstranded', 'AC011139.1_tpm_unstranded', 'AC009804.2_tpm_unstranded', 'AC008505.1_tpm_unstranded', 'AL512380.2_tpm_unstranded', 'LINC01902_tpm_unstranded', 'AC006974.1_tpm_unstranded', 'AC005144.1_tpm_unstranded', 'LINC02775_tpm_unstranded', 'AC005972.3_tpm_unstranded', 'BX088723.1_tpm_unstranded', 'AC007161.3_tpm_unstranded', 'LINC02341_tpm_unstranded', 'AL157371.2_tpm_unstranded', 'AL160035.1_tpm_unstranded', 'AL031056.2_tpm_unstranded', 'AL137785.1_tpm_unstranded', 'AC016526.4_tpm_unstranded', 'AL928596.1_tpm_unstranded', 'AP000547.3_tpm_unstranded', 'AC012485.3_tpm_unstranded', 'AC002407.1_tpm_unstranded', 'LINC02009_tpm_unstranded', 'AL512643.1_tpm_unstranded', 'AC006974.2_tpm_unstranded', 'AC138904.3_tpm_unstranded', 'AC009802.1_tpm_unstranded', 'AC068587.4_tpm_unstranded', 'AC013268.5_tpm_unstranded', 'AC018553.2_tpm_unstranded', 'Z96074.1_tpm_unstranded', 'AL592295.4_tpm_unstranded', 'Z84466.1_tpm_unstranded', 'AL031686.1_tpm_unstranded', 'AC141930.2_tpm_unstranded', 'CR392000.2_tpm_unstranded', 'AL137002.2_tpm_unstranded', 'AC096667.1_tpm_unstranded', 'AC092053.2_tpm_unstranded', 'AC011416.3_tpm_unstranded', 'AD000090.1_tpm_unstranded', 'AL512662.1_tpm_unstranded', 'AC087645.4_tpm_unstranded', 'AP002851.1_tpm_unstranded', 'AC099795.1_tpm_unstranded', 'AL445623.2_tpm_unstranded', 'AC017000.1_tpm_unstranded', 'AC092652.2_tpm_unstranded', 'AL358215.3_tpm_unstranded', 'AC073111.2_tpm_unstranded', 'AC006460.2_tpm_unstranded', 'AP000356.2_tpm_unstranded', 'AOX3P-AOX2P_tpm_unstranded', 'AL772307.1_tpm_unstranded', 'AL158064.1_tpm_unstranded', 'LINC02767_tpm_unstranded', 'LINC02801_tpm_unstranded', 'AC007326.5_tpm_unstranded', 'AL391650.2_tpm_unstranded', 'AC092017.3_tpm_unstranded', 'AL589669.1_tpm_unstranded', 'AL139398.1_tpm_unstranded', 'AL391117.1_tpm_unstranded', 'AC092329.4_tpm_unstranded', 'AC020912.1_tpm_unstranded', 'AC093326.2_tpm_unstranded', 'AC134980.1_tpm_unstranded', 'AC006063.2_tpm_unstranded', 'AC004834.1_tpm_unstranded', 'AC092634.7_tpm_unstranded', 'LINC01226_tpm_unstranded', 'AC093390.2_tpm_unstranded', 'AL590440.2_tpm_unstranded', 'AL031432.4_tpm_unstranded', 'AC073869.5_tpm_unstranded', 'AC105233.4_tpm_unstranded', 'AL121936.1_tpm_unstranded', 'AC016912.2_tpm_unstranded', 'AL591543.1_tpm_unstranded', 'AL078582.1_tpm_unstranded', 'AL139823.1_tpm_unstranded', 'AL391294.1_tpm_unstranded', 'LINC02786_tpm_unstranded', 'AC092902.4_tpm_unstranded', 'AL354702.1_tpm_unstranded', 'AL031590.1_tpm_unstranded', 'AC092821.3_tpm_unstranded', 'AL590434.1_tpm_unstranded', 'AL139254.2_tpm_unstranded', 'AL139424.2_tpm_unstranded', 'AC074386.1_tpm_unstranded', 'AL592182.2_tpm_unstranded', 'AL031291.1_tpm_unstranded', 'AL031430.1_tpm_unstranded', 'BX323043.1_tpm_unstranded', 'AL357509.1_tpm_unstranded', 'AL645937.4_tpm_unstranded', 'AL031432.5_tpm_unstranded', 'AL161756.3_tpm_unstranded', 'Z98259.2_tpm_unstranded', 'LINC02780_tpm_unstranded', 'AC092053.3_tpm_unstranded', 'AC109583.4_tpm_unstranded', 'LINC02781_tpm_unstranded', 'AC116667.2_tpm_unstranded', 'AL645944.2_tpm_unstranded', 'AL031985.4_tpm_unstranded', 'LINC02811_tpm_unstranded', 'AC009093.10_tpm_unstranded', 'Z98259.3_tpm_unstranded', 'LINC02606_tpm_unstranded', 'AL355602.1_tpm_unstranded', 'LINC02808_tpm_unstranded', 'AC006511.5_tpm_unstranded', 'AL445648.1_tpm_unstranded', 'AL049637.1_tpm_unstranded', 'AL136115.3_tpm_unstranded', 'AL805961.1_tpm_unstranded', 'AL596257.1_tpm_unstranded', 'AC079781.5_tpm_unstranded', 'AL031731.1_tpm_unstranded', 'Z98257.2_tpm_unstranded', 'AL034417.3_tpm_unstranded', 'AL033527.3_tpm_unstranded', 'AC117945.2_tpm_unstranded', 'AL662907.3_tpm_unstranded', 'AP003175.1_tpm_unstranded', 'AL109936.9_tpm_unstranded', 'AC099063.4_tpm_unstranded', 'AL139424.3_tpm_unstranded', 'AL358472.5_tpm_unstranded', 'BX005132.1_tpm_unstranded', 'AL139254.3_tpm_unstranded', 'AL591163.1_tpm_unstranded', 'AL589702.1_tpm_unstranded', 'AL034417.4_tpm_unstranded', 'AL513220.1_tpm_unstranded', 'AC245033.4_tpm_unstranded', 'AC099791.3_tpm_unstranded', 'AL365394.1_tpm_unstranded', 'AL356747.1_tpm_unstranded', 'AL121935.1_tpm_unstranded', 'AL662884.2_tpm_unstranded', 'AL049557.1_tpm_unstranded', 'AC007846.1_tpm_unstranded', 'AC018637.1_tpm_unstranded', 'AL355981.1_tpm_unstranded', 'LINC02359_tpm_unstranded', 'AC015908.6_tpm_unstranded', 'AC133644.2_tpm_unstranded', 'AL359762.1_tpm_unstranded', 'AC074008.1_tpm_unstranded', 'AL121935.2_tpm_unstranded', 'AL445205.1_tpm_unstranded', 'AC005280.2_tpm_unstranded', 'AC107959.4_tpm_unstranded', 'AL662884.3_tpm_unstranded', 'AF131216.5_tpm_unstranded', 'AC007262.2_tpm_unstranded', 'AL138689.2_tpm_unstranded', 'AC093827.4_tpm_unstranded', 'AL160272.1_tpm_unstranded', 'AC183088.3_tpm_unstranded', 'AL590282.2_tpm_unstranded', 'AL591518.1_tpm_unstranded', 'AC005280.3_tpm_unstranded', 'AC092723.3_tpm_unstranded', 'AC017002.3_tpm_unstranded', 'AC245140.3_tpm_unstranded', 'AC092723.4_tpm_unstranded', 'AL035412.1_tpm_unstranded', 'AC099499.2_tpm_unstranded', 'SLC7A14-AS1_tpm_unstranded', 'AC074008.2_tpm_unstranded', 'AL513493.1_tpm_unstranded', 'AC068724.3_tpm_unstranded', 'AC004593.1_tpm_unstranded', 'AC002074.1_tpm_unstranded', 'AL109840.2_tpm_unstranded', 'LINC01488_tpm_unstranded', 'AC025887.2_tpm_unstranded', 'AL359555.2_tpm_unstranded', 'AL451123.1_tpm_unstranded', 'AC016831.6_tpm_unstranded', 'AC103718.1_tpm_unstranded', 'AC068724.4_tpm_unstranded', 'PIGY-DT_tpm_unstranded', 'AC092306.1_tpm_unstranded', 'AL359555.3_tpm_unstranded', 'AC140134.1_tpm_unstranded', 'AC092153.1_tpm_unstranded', 'AL627422.2_tpm_unstranded', 'AC092723.5_tpm_unstranded', 'AC124014.1_tpm_unstranded', 'AL358117.1_tpm_unstranded', 'AL357556.5_tpm_unstranded', 'AC093154.1_tpm_unstranded', 'AC244033.2_tpm_unstranded', 'AC018754.1_tpm_unstranded', 'AC090679.3_tpm_unstranded', 'AC104454.2_tpm_unstranded', 'AC139834.1_tpm_unstranded', 'AL121612.2_tpm_unstranded', 'LINC02795_tpm_unstranded', 'AL009178.3_tpm_unstranded', 'AL355499.2_tpm_unstranded', 'HULC_tpm_unstranded', 'AC015908.7_tpm_unstranded', 'RALY-AS1_tpm_unstranded', 'AL137789.2_tpm_unstranded', 'DINOL_tpm_unstranded', 'TFAP2A-AS2_tpm_unstranded', 'AL390957.1_tpm_unstranded', 'LINC00842_tpm_unstranded', 'AC073176.2_tpm_unstranded', 'AC002470.2_tpm_unstranded', 'AC104169.1_tpm_unstranded', 'AC090517.5_tpm_unstranded', 'AC108734.4_tpm_unstranded', 'AC091564.7_tpm_unstranded', 'AL359555.4_tpm_unstranded', 'AC010745.5_tpm_unstranded', 'AL844170.1_tpm_unstranded', 'AC087564.1_tpm_unstranded', 'LINC02478_tpm_unstranded', 'AL359762.2_tpm_unstranded', 'AC244230.2_tpm_unstranded', 'AL033530.1_tpm_unstranded', 'AC099671.1_tpm_unstranded', 'GABPB1-IT1_tpm_unstranded', 'AC005232.1_tpm_unstranded', 'AP001056.2_tpm_unstranded', 'AL162718.1_tpm_unstranded', 'SOD2-OT1_tpm_unstranded', 'AL136961.1_tpm_unstranded', 'AC111006.1_tpm_unstranded', 'LINC02792_tpm_unstranded', 'AL136419.1_tpm_unstranded', 'AL691520.1_tpm_unstranded', 'AL590381.1_tpm_unstranded', 'AC003043.2_tpm_unstranded', 'AL356417.3_tpm_unstranded', 'AP006216.3_tpm_unstranded', 'AC010198.2_tpm_unstranded', 'AC004900.1_tpm_unstranded', 'AC104781.1_tpm_unstranded', 'AL353586.1_tpm_unstranded', 'AC119673.1_tpm_unstranded', 'AC005906.3_tpm_unstranded', 'AC073236.1_tpm_unstranded', 'AC099670.3_tpm_unstranded', 'AC136285.3_tpm_unstranded', 'AC016816.1_tpm_unstranded', 'AL445928.2_tpm_unstranded', 'LINC02788_tpm_unstranded', 'RELA-DT_tpm_unstranded', 'AL163541.1_tpm_unstranded', 'AC021683.5_tpm_unstranded', 'LINC02838_tpm_unstranded', 'AC092134.3_tpm_unstranded', 'AC006059.3_tpm_unstranded', 'AC022023.2_tpm_unstranded', 'AC005548.1_tpm_unstranded', 'AC022168.1_tpm_unstranded', 'AC115220.1_tpm_unstranded', 'AC124798.2_tpm_unstranded', 'AC068725.1_tpm_unstranded', 'AC091973.1_tpm_unstranded', 'AC110014.1_tpm_unstranded', 'AC067752.1_tpm_unstranded', 'AC114977.1_tpm_unstranded', 'AL137182.1_tpm_unstranded', 'AC242988.2_tpm_unstranded', 'AC005293.1_tpm_unstranded', 'AL354897.1_tpm_unstranded', 'AC069410.1_tpm_unstranded', 'AC022903.2_tpm_unstranded', 'AC103739.3_tpm_unstranded', 'AP001804.1_tpm_unstranded', 'AC090099.2_tpm_unstranded', 'AC106872.12_tpm_unstranded', 'AL031121.2_tpm_unstranded', 'AL671762.1_tpm_unstranded', 'AC074051.3_tpm_unstranded', 'AP003398.2_tpm_unstranded', 'AC099344.3_tpm_unstranded', 'AL590666.4_tpm_unstranded', 'AL513548.4_tpm_unstranded', 'AL136441.1_tpm_unstranded', 'AC083864.4_tpm_unstranded', 'AP001496.4_tpm_unstranded', 'AC019127.1_tpm_unstranded', 'AL035696.4_tpm_unstranded', 'AC015687.1_tpm_unstranded', 'CR769776.3_tpm_unstranded', 'AC091196.1_tpm_unstranded', 'AC016042.1_tpm_unstranded', 'AC010422.7_tpm_unstranded', 'AL158800.1_tpm_unstranded', 'AL132875.3_tpm_unstranded', 'AC012470.1_tpm_unstranded', 'AL160254.1_tpm_unstranded', 'AC010291.1_tpm_unstranded', 'AC092617.1_tpm_unstranded', 'AC080068.1_tpm_unstranded', 'AC055872.2_tpm_unstranded', 'LINC02856_tpm_unstranded', 'AC105114.2_tpm_unstranded', 'AC017116.2_tpm_unstranded', 'AC051619.10_tpm_unstranded', 'AL023283.1_tpm_unstranded', 'AC234917.2_tpm_unstranded', 'AC023593.1_tpm_unstranded', 'AC084262.2_tpm_unstranded', 'AL035693.1_tpm_unstranded', 'AL357835.1_tpm_unstranded', 'AC109441.1_tpm_unstranded', 'AC079200.1_tpm_unstranded', 'AL161665.1_tpm_unstranded', 'AL590286.2_tpm_unstranded', 'AC007132.1_tpm_unstranded', 'AC004974.1_tpm_unstranded', 'AC099482.2_tpm_unstranded', 'AC026100.1_tpm_unstranded', 'AL359508.1_tpm_unstranded', 'AC114977.2_tpm_unstranded', 'AC074132.1_tpm_unstranded', 'AL449214.1_tpm_unstranded', 'AL138999.2_tpm_unstranded', 'AL135926.1_tpm_unstranded', 'Z82202.2_tpm_unstranded', 'AC025062.3_tpm_unstranded', 'AC005343.4_tpm_unstranded', 'AC126755.5_tpm_unstranded', 'AL590068.3_tpm_unstranded', 'AC097105.1_tpm_unstranded', 'AC084024.4_tpm_unstranded', 'AL132633.1_tpm_unstranded', 'AL583827.1_tpm_unstranded', 'AL450163.1_tpm_unstranded', 'AL161449.2_tpm_unstranded', 'AL138927.1_tpm_unstranded', 'AL133259.1_tpm_unstranded', 'AP001999.2_tpm_unstranded', 'AL139330.1_tpm_unstranded', 'AL354741.1_tpm_unstranded', 'AC108448.3_tpm_unstranded', 'AL021155.4_tpm_unstranded', 'AL671883.3_tpm_unstranded', 'AC137735.2_tpm_unstranded', 'AL357079.2_tpm_unstranded', 'AL157827.2_tpm_unstranded', 'AL450992.2_tpm_unstranded', 'AL591428.1_tpm_unstranded', 'AC006238.2_tpm_unstranded', 'AC090953.2_tpm_unstranded', 'AP002793.1_tpm_unstranded', 'AC127035.1_tpm_unstranded', 'AC092958.3_tpm_unstranded', 'AC127520.1_tpm_unstranded', 'FAM245B_tpm_unstranded', 'AC108457.1_tpm_unstranded', 'AL139317.5_tpm_unstranded', 'AC006972.1_tpm_unstranded', 'AC012291.3_tpm_unstranded', 'AC126544.2_tpm_unstranded', 'AC026979.4_tpm_unstranded', 'AC006970.2_tpm_unstranded', 'AL139405.1_tpm_unstranded', 'AL160396.2_tpm_unstranded', 'AC007092.1_tpm_unstranded', 'AC023385.1_tpm_unstranded', 'AL158212.5_tpm_unstranded', 'AL355388.2_tpm_unstranded', 'AC079142.1_tpm_unstranded', 'AL355481.1_tpm_unstranded', 'AC091576.1_tpm_unstranded', 'AC023781.1_tpm_unstranded', 'AL137781.1_tpm_unstranded', 'AC115284.3_tpm_unstranded', 'LINC02834_tpm_unstranded', 'AL161443.1_tpm_unstranded', 'AC091951.4_tpm_unstranded', 'AL445259.1_tpm_unstranded', 'AC023509.6_tpm_unstranded', 'AP002381.2_tpm_unstranded', 'AL162718.2_tpm_unstranded', 'AC016383.2_tpm_unstranded', 'AP002433.2_tpm_unstranded', 'AL049825.1_tpm_unstranded', 'AL360267.2_tpm_unstranded', 'AC104260.3_tpm_unstranded', 'AL357140.4_tpm_unstranded', 'AC211476.5_tpm_unstranded', 'AL021918.3_tpm_unstranded', 'AC004765.1_tpm_unstranded', 'AC090692.2_tpm_unstranded', 'AL807776.1_tpm_unstranded', 'AL008720.1_tpm_unstranded', 'AL592164.2_tpm_unstranded', 'AC012184.4_tpm_unstranded', 'LINC02835_tpm_unstranded', 'AC068707.1_tpm_unstranded', 'AL159158.1_tpm_unstranded', 'AC063960.1_tpm_unstranded', 'AC004129.3_tpm_unstranded', 'AL162719.1_tpm_unstranded', 'AL353072.2_tpm_unstranded', 'AL356275.1_tpm_unstranded', 'AC207130.1_tpm_unstranded', 'AC092110.1_tpm_unstranded', 'AC004967.2_tpm_unstranded', 'AL031121.3_tpm_unstranded', 'AL136419.2_tpm_unstranded', 'AC098484.4_tpm_unstranded', 'AC103874.1_tpm_unstranded', 'Z94721.3_tpm_unstranded', 'AC090644.1_tpm_unstranded', 'AC121334.3_tpm_unstranded', 'AC005414.1_tpm_unstranded', 'LINC02717_tpm_unstranded', 'AC131025.3_tpm_unstranded', 'LINC02680_tpm_unstranded', 'AC098969.1_tpm_unstranded', 'AC010157.2_tpm_unstranded', 'AC090692.3_tpm_unstranded', 'AC005999.2_tpm_unstranded', 'AL445604.1_tpm_unstranded', 'AL158210.1_tpm_unstranded', 'AC083837.1_tpm_unstranded', 'AL133485.3_tpm_unstranded', 'AC090337.2_tpm_unstranded', 'AL157385.2_tpm_unstranded', 'AC021723.2_tpm_unstranded', 'CDC42-AS1_tpm_unstranded', 'AC008170.1_tpm_unstranded', 'AC132153.1_tpm_unstranded', 'BX890604.1_tpm_unstranded', 'AC036214.4_tpm_unstranded', 'AL138885.3_tpm_unstranded', 'AL645939.5_tpm_unstranded', 'AL358777.3_tpm_unstranded', 'AL445989.2_tpm_unstranded', 'AC092042.4_tpm_unstranded', 'LINC02849_tpm_unstranded', 'AP003100.2_tpm_unstranded', 'AC018653.4_tpm_unstranded', 'AL139095.5_tpm_unstranded', 'AL161893.1_tpm_unstranded', 'AL133444.1_tpm_unstranded', 'AC109136.1_tpm_unstranded', 'AL591463.1_tpm_unstranded', 'AC109129.1_tpm_unstranded', 'AC116099.1_tpm_unstranded', 'AC098588.3_tpm_unstranded', 'AL353595.1_tpm_unstranded', 'AC003950.1_tpm_unstranded', 'AC074325.1_tpm_unstranded', 'AC099782.1_tpm_unstranded', 'AL162717.1_tpm_unstranded', 'AC021517.3_tpm_unstranded', 'AC040169.4_tpm_unstranded', 'ANAPC1P2_tpm_unstranded', 'AL162458.1_tpm_unstranded', 'AL512658.2_tpm_unstranded', 'AC092958.4_tpm_unstranded', 'AC026462.5_tpm_unstranded', 'AL133268.4_tpm_unstranded', 'AL450043.1_tpm_unstranded', 'AL442003.1_tpm_unstranded', 'AC025774.1_tpm_unstranded', 'AC012378.2_tpm_unstranded', 'AL391560.1_tpm_unstranded', 'AL353768.2_tpm_unstranded', 'LINC02797_tpm_unstranded', 'AC093295.1_tpm_unstranded', 'AC018511.6_tpm_unstranded', 'AL355677.1_tpm_unstranded', 'AL390719.3_tpm_unstranded', 'AP000813.1_tpm_unstranded', 'AC105213.1_tpm_unstranded', 'AC131180.1_tpm_unstranded', 'AL157829.1_tpm_unstranded', 'AC011899.3_tpm_unstranded', 'AC129926.2_tpm_unstranded', 'LINC02793_tpm_unstranded', 'AL353796.2_tpm_unstranded', 'CCDC15-DT_tpm_unstranded', 'AL356807.1_tpm_unstranded', 'AC005921.4_tpm_unstranded', 'AL109628.2_tpm_unstranded', 'AC027329.1_tpm_unstranded', 'AL590989.1_tpm_unstranded', 'AL356413.1_tpm_unstranded', 'AP000676.5_tpm_unstranded', 'AC092896.1_tpm_unstranded', 'AL646090.2_tpm_unstranded', 'AL353648.1_tpm_unstranded', 'AC005692.3_tpm_unstranded', 'AP000820.2_tpm_unstranded', 'FO393414.3_tpm_unstranded', 'AL392086.1_tpm_unstranded', 'AL358613.3_tpm_unstranded', 'AL713852.1_tpm_unstranded', 'AC025280.3_tpm_unstranded', 'AL021918.4_tpm_unstranded', 'AC009152.3_tpm_unstranded', 'AL359762.3_tpm_unstranded', 'AL353147.1_tpm_unstranded', 'AL137802.3_tpm_unstranded', 'Z72006.1_tpm_unstranded', 'AL353704.1_tpm_unstranded', 'AC016727.3_tpm_unstranded', 'AL137005.1_tpm_unstranded', 'AL512598.2_tpm_unstranded', 'AC010677.2_tpm_unstranded', 'AC026991.2_tpm_unstranded', 'AC009554.2_tpm_unstranded', 'AP000593.4_tpm_unstranded', 'AC010285.3_tpm_unstranded', 'LINC02852_tpm_unstranded', 'BX470102.2_tpm_unstranded', 'LINC02858_tpm_unstranded', 'AC012673.1_tpm_unstranded', 'AL359844.1_tpm_unstranded', 'AC007240.3_tpm_unstranded', 'AL445253.1_tpm_unstranded', 'AL035446.2_tpm_unstranded', 'AC093912.1_tpm_unstranded', 'AC007448.5_tpm_unstranded', 'AP002961.1_tpm_unstranded', 'AC018628.2_tpm_unstranded', 'AC105206.3_tpm_unstranded', 'AC093516.1_tpm_unstranded', 'AC123784.1_tpm_unstranded', 'AL022345.4_tpm_unstranded', 'AC092058.1_tpm_unstranded', 'AC211476.6_tpm_unstranded', 'AL009176.1_tpm_unstranded', 'Z85996.2_tpm_unstranded', 'AL355312.4_tpm_unstranded', 'AC009623.3_tpm_unstranded', 'AC006043.1_tpm_unstranded', 'AL136372.2_tpm_unstranded', 'AP003557.2_tpm_unstranded', 'AC074281.1_tpm_unstranded', 'AC007317.1_tpm_unstranded', 'AL023574.1_tpm_unstranded', 'AC079177.1_tpm_unstranded', 'AL136442.1_tpm_unstranded', 'AC006452.1_tpm_unstranded', 'BMP8B-AS1_tpm_unstranded', 'AC083855.2_tpm_unstranded', 'AL161910.1_tpm_unstranded', 'AC080128.2_tpm_unstranded', 'AP002762.2_tpm_unstranded', 'AL513013.1_tpm_unstranded', 'AL391834.3_tpm_unstranded', 'AC022440.1_tpm_unstranded', 'AC015819.5_tpm_unstranded', 'AL109924.4_tpm_unstranded', 'AC092376.3_tpm_unstranded', 'AC087639.2_tpm_unstranded', 'AP000779.1_tpm_unstranded', 'AC104453.1_tpm_unstranded', 'AL160171.1_tpm_unstranded', 'AC007391.2_tpm_unstranded', 'AC005082.2_tpm_unstranded', 'AC103591.4_tpm_unstranded', 'AL353789.1_tpm_unstranded', 'AC015813.8_tpm_unstranded', 'AC005495.1_tpm_unstranded', 'AP003498.2_tpm_unstranded', 'AC091074.2_tpm_unstranded', 'AL159978.1_tpm_unstranded', 'AL392024.1_tpm_unstranded', 'AC034268.2_tpm_unstranded', 'AC009899.1_tpm_unstranded', 'AL133257.1_tpm_unstranded', 'AC242022.2_tpm_unstranded', 'AC123768.4_tpm_unstranded', 'AC020663.4_tpm_unstranded', 'AC119428.2_tpm_unstranded', 'BX842242.1_tpm_unstranded', 'AC019257.9_tpm_unstranded', 'AC073174.1_tpm_unstranded', 'AL590556.3_tpm_unstranded', 'AC005100.2_tpm_unstranded', 'AL590814.1_tpm_unstranded', 'AL035467.2_tpm_unstranded', 'AC002074.2_tpm_unstranded', 'AC007686.4_tpm_unstranded', 'NIPBL-DT_tpm_unstranded', 'AL022324.4_tpm_unstranded', 'AC087591.1_tpm_unstranded', 'AC106820.6_tpm_unstranded', 'AC023095.1_tpm_unstranded', 'CERNA2_tpm_unstranded', 'AC063960.2_tpm_unstranded', 'AC026624.1_tpm_unstranded', 'AC022068.1_tpm_unstranded', 'AC009090.6_tpm_unstranded', 'AP003025.2_tpm_unstranded', 'AL591888.1_tpm_unstranded', 'AC009301.1_tpm_unstranded', 'LINC02689_tpm_unstranded', 'AL157886.1_tpm_unstranded', 'AL392086.2_tpm_unstranded', 'AC120036.5_tpm_unstranded', 'AC018931.1_tpm_unstranded', 'AL731559.1_tpm_unstranded', 'AC006116.9_tpm_unstranded', 'AC008391.1_tpm_unstranded', 'AC104790.1_tpm_unstranded', 'AC025442.2_tpm_unstranded', 'AC234775.3_tpm_unstranded', 'AC010987.1_tpm_unstranded', 'AC110992.1_tpm_unstranded', 'AC124944.3_tpm_unstranded', 'AL109828.1_tpm_unstranded', 'AC148477.10_tpm_unstranded', 'AC244213.1_tpm_unstranded', 'AC108925.1_tpm_unstranded', 'AC062037.3_tpm_unstranded', 'AC005050.2_tpm_unstranded', 'AC079949.3_tpm_unstranded', 'AC011322.1_tpm_unstranded', 'AF129075.3_tpm_unstranded', 'AC011997.2_tpm_unstranded', 'LINC02822_tpm_unstranded', 'AP001924.1_tpm_unstranded', 'AC026803.3_tpm_unstranded', 'AC079776.4_tpm_unstranded', 'PCSEAT_tpm_unstranded', 'AP002008.4_tpm_unstranded', 'AC232271.2_tpm_unstranded', 'CR381670.2_tpm_unstranded', 'AC100822.1_tpm_unstranded', 'AC073840.1_tpm_unstranded', 'AC017099.2_tpm_unstranded', 'AC011479.4_tpm_unstranded', 'AC093849.2_tpm_unstranded', 'AL158058.2_tpm_unstranded', 'AC074139.1_tpm_unstranded', 'LCAL1_tpm_unstranded', 'AC091214.1_tpm_unstranded', 'AP001977.1_tpm_unstranded', 'AC005034.6_tpm_unstranded', 'AC093898.1_tpm_unstranded', 'AC093894.1_tpm_unstranded', 'AC008966.3_tpm_unstranded', 'AC090016.1_tpm_unstranded', 'AC012078.2_tpm_unstranded', 'AC244102.3_tpm_unstranded', 'AL109955.1_tpm_unstranded', 'AC093890.2_tpm_unstranded', 'AC008055.2_tpm_unstranded', 'AC018865.2_tpm_unstranded', 'AC005538.3_tpm_unstranded', 'AL365256.1_tpm_unstranded', 'RCAN3AS_tpm_unstranded', 'AC092353.2_tpm_unstranded', 'AL121888.1_tpm_unstranded', 'SLFN12L_tpm_unstranded', 'AC097375.4_tpm_unstranded', 'AC004263.2_tpm_unstranded', 'AC010974.2_tpm_unstranded', 'AC076968.2_tpm_unstranded', 'AL136171.2_tpm_unstranded', 'AC002072.1_tpm_unstranded', 'AC110795.1_tpm_unstranded', 'AC005050.3_tpm_unstranded', 'AL158141.1_tpm_unstranded', 'AL391056.2_tpm_unstranded', 'AC011477.7_tpm_unstranded', 'AC016682.1_tpm_unstranded', 'AL133493.1_tpm_unstranded', 'AL132981.1_tpm_unstranded', 'AL096794.1_tpm_unstranded', 'AL109653.3_tpm_unstranded', 'AC099661.1_tpm_unstranded', 'AL133331.1_tpm_unstranded', 'AC095057.4_tpm_unstranded', 'AC034110.1_tpm_unstranded', 'AC117503.5_tpm_unstranded', 'AC022267.1_tpm_unstranded', 'AC108517.2_tpm_unstranded', 'AL390800.1_tpm_unstranded', 'AL008725.1_tpm_unstranded', 'AC093894.2_tpm_unstranded', 'AC124864.2_tpm_unstranded', 'AC016629.3_tpm_unstranded', 'AC007655.2_tpm_unstranded', 'AL359916.1_tpm_unstranded', 'AL357972.1_tpm_unstranded', 'AC090983.2_tpm_unstranded', 'AC116362.2_tpm_unstranded', 'AC022868.1_tpm_unstranded', 'AC010092.1_tpm_unstranded', 'AL157394.3_tpm_unstranded', 'AL121894.3_tpm_unstranded', 'AC234031.1_tpm_unstranded', 'AC114798.1_tpm_unstranded', 'AC093298.2_tpm_unstranded', 'AC016074.2_tpm_unstranded', 'AL049828.2_tpm_unstranded', 'AC084277.1_tpm_unstranded', 'AC006115.2_tpm_unstranded', 'AP001095.1_tpm_unstranded', 'AP000553.8_tpm_unstranded', 'AC022413.2_tpm_unstranded', 'AC245060.7_tpm_unstranded', 'AC006040.1_tpm_unstranded', 'AC093817.2_tpm_unstranded', 'AC114930.1_tpm_unstranded', 'AC107071.1_tpm_unstranded', 'AC010336.7_tpm_unstranded', 'AC097480.2_tpm_unstranded', 'AL122018.2_tpm_unstranded', 'Z97056.2_tpm_unstranded', 'AC068282.1_tpm_unstranded', 'AC092445.1_tpm_unstranded', 'AC097459.1_tpm_unstranded', 'AC096555.1_tpm_unstranded', 'AP000331.1_tpm_unstranded', 'AC009974.2_tpm_unstranded', 'AC011467.6_tpm_unstranded', 'AL034548.2_tpm_unstranded', 'AL035106.1_tpm_unstranded', 'AC113618.2_tpm_unstranded', 'AC104066.4_tpm_unstranded', 'AL162253.2_tpm_unstranded', 'AC002377.1_tpm_unstranded', 'AC034222.2_tpm_unstranded', 'AC105402.1_tpm_unstranded', 'AC024937.3_tpm_unstranded', 'AC011233.2_tpm_unstranded', 'AC073140.1_tpm_unstranded', 'AL596330.1_tpm_unstranded', 'AC116317.1_tpm_unstranded', 'AC011462.5_tpm_unstranded', 'AL139351.2_tpm_unstranded', 'AC073140.2_tpm_unstranded', 'AC232271.3_tpm_unstranded', 'AC112172.2_tpm_unstranded', 'AC124861.2_tpm_unstranded', 'AC018445.5_tpm_unstranded', 'AC024236.1_tpm_unstranded', 'AC023787.1_tpm_unstranded', 'AC108021.1_tpm_unstranded', 'AL158195.1_tpm_unstranded', 'AC025449.2_tpm_unstranded', 'AC138207.9_tpm_unstranded', 'AC007666.2_tpm_unstranded', 'AL162586.2_tpm_unstranded', 'AC084364.3_tpm_unstranded', 'AL606753.2_tpm_unstranded', 'AC008281.1_tpm_unstranded', 'AC011751.1_tpm_unstranded', 'AC068616.1_tpm_unstranded', 'AC025475.2_tpm_unstranded', 'AC139887.5_tpm_unstranded', 'AC097499.2_tpm_unstranded', 'AC012443.2_tpm_unstranded', 'AC093838.1_tpm_unstranded', 'AC005252.4_tpm_unstranded', 'AL161640.2_tpm_unstranded', 'AC098817.1_tpm_unstranded', 'AC097654.1_tpm_unstranded', 'AC092803.2_tpm_unstranded', 'AUXG01000058.1_tpm_unstranded', 'AC104335.1_tpm_unstranded', 'LINC00279_tpm_unstranded', 'AC005040.2_tpm_unstranded', 'AP001255.1_tpm_unstranded', 'AC064836.3_tpm_unstranded', 'AC079163.2_tpm_unstranded', 'AC093849.3_tpm_unstranded', 'AC011754.2_tpm_unstranded', 'AL133335.1_tpm_unstranded', 'AC010327.7_tpm_unstranded', 'AL365229.1_tpm_unstranded', 'AC087885.1_tpm_unstranded', 'AC079790.2_tpm_unstranded', 'AC018755.5_tpm_unstranded', 'AC106821.2_tpm_unstranded', 'AL034422.1_tpm_unstranded', 'AC080089.2_tpm_unstranded', 'AC018797.3_tpm_unstranded', 'AC073046.3_tpm_unstranded', 'AC125437.3_tpm_unstranded', 'AC130404.2_tpm_unstranded', 'AC009494.2_tpm_unstranded', 'AC069209.2_tpm_unstranded', 'AC016743.1_tpm_unstranded', 'AL161945.1_tpm_unstranded', 'AC097528.1_tpm_unstranded', 'AC096763.1_tpm_unstranded', 'AC091889.1_tpm_unstranded', 'AC084871.3_tpm_unstranded', 'AL137100.3_tpm_unstranded', 'AC089983.2_tpm_unstranded', 'AC078820.2_tpm_unstranded', 'AC092604.1_tpm_unstranded', 'BX322557.2_tpm_unstranded', 'AL391832.4_tpm_unstranded', 'AC104370.1_tpm_unstranded', 'AC092661.1_tpm_unstranded', 'AL591074.2_tpm_unstranded', 'AC008945.2_tpm_unstranded', 'AC093843.2_tpm_unstranded', 'AC078816.1_tpm_unstranded', 'AC008679.1_tpm_unstranded', 'AC061979.1_tpm_unstranded', 'AL390066.2_tpm_unstranded', 'AL009177.1_tpm_unstranded', 'AL136096.1_tpm_unstranded', 'AC108721.2_tpm_unstranded', 'AC108063.2_tpm_unstranded', 'AL353152.2_tpm_unstranded', 'AC021733.4_tpm_unstranded', 'AC016383.3_tpm_unstranded', 'AL590681.1_tpm_unstranded', 'AL138778.1_tpm_unstranded', 'AL158065.1_tpm_unstranded', 'AL109809.4_tpm_unstranded', 'AL133482.1_tpm_unstranded', 'AC011593.1_tpm_unstranded', 'AC004047.1_tpm_unstranded', 'AC099343.3_tpm_unstranded', 'AP005901.5_tpm_unstranded', 'AC107398.5_tpm_unstranded', 'AL450307.1_tpm_unstranded', 'AC018445.6_tpm_unstranded', 'AC006445.3_tpm_unstranded', 'AL121938.1_tpm_unstranded', 'AC007350.1_tpm_unstranded', 'AL662873.1_tpm_unstranded', 'AC084724.1_tpm_unstranded', 'AC007528.1_tpm_unstranded', 'AC004893.2_tpm_unstranded', 'AL139811.1_tpm_unstranded', 'AC017028.1_tpm_unstranded', 'AC084114.1_tpm_unstranded', 'AL160410.1_tpm_unstranded', 'AC008443.6_tpm_unstranded', 'AL034550.3_tpm_unstranded', 'AL157769.1_tpm_unstranded', 'AL360178.1_tpm_unstranded', 'AC010359.3_tpm_unstranded', 'AC087175.1_tpm_unstranded', 'Z93020.1_tpm_unstranded', 'AC117469.1_tpm_unstranded', 'AC096576.7_tpm_unstranded', 'AL135978.1_tpm_unstranded', 'AC108053.1_tpm_unstranded', 'AC093791.2_tpm_unstranded', 'AL356218.2_tpm_unstranded', 'AC004080.17_tpm_unstranded', 'AL033381.3_tpm_unstranded', 'AC124861.3_tpm_unstranded', 'Z95115.2_tpm_unstranded', 'AL035427.2_tpm_unstranded', 'AC079052.1_tpm_unstranded', 'AC108690.1_tpm_unstranded', 'AL353660.1_tpm_unstranded', 'AC011388.1_tpm_unstranded', 'AL353637.2_tpm_unstranded', 'AC004828.2_tpm_unstranded', 'AL161430.1_tpm_unstranded', 'AC009230.1_tpm_unstranded', 'AC025370.2_tpm_unstranded', 'AC099487.2_tpm_unstranded', 'Z99496.1_tpm_unstranded', 'AL356776.2_tpm_unstranded', 'AP002762.3_tpm_unstranded', 'AC073210.3_tpm_unstranded', 'AL359436.1_tpm_unstranded', 'AL357127.2_tpm_unstranded', 'AP002001.3_tpm_unstranded', 'AC021613.3_tpm_unstranded', 'AC114802.1_tpm_unstranded', 'AC084834.1_tpm_unstranded', 'AC108471.3_tpm_unstranded', 'AC091393.2_tpm_unstranded', 'AC046129.1_tpm_unstranded', 'AC104451.2_tpm_unstranded', 'AC115282.1_tpm_unstranded', 'AC079384.2_tpm_unstranded', 'AL355834.2_tpm_unstranded', 'AC135726.1_tpm_unstranded', 'AC106742.1_tpm_unstranded', 'AC096647.1_tpm_unstranded', 'AL844892.1_tpm_unstranded', 'AC107081.3_tpm_unstranded', 'AC092944.3_tpm_unstranded', 'AP005717.2_tpm_unstranded', 'AC087427.1_tpm_unstranded', 'AL512308.1_tpm_unstranded', 'AP000553.9_tpm_unstranded', 'AC005052.2_tpm_unstranded', 'AC000072.1_tpm_unstranded', 'AL031767.2_tpm_unstranded', 'AP002813.1_tpm_unstranded', 'AC064856.1_tpm_unstranded', 'AC097450.1_tpm_unstranded', 'AL449223.1_tpm_unstranded', 'AC022387.2_tpm_unstranded', 'AP001999.3_tpm_unstranded', 'AL512590.3_tpm_unstranded', 'AC006041.2_tpm_unstranded', 'AC114964.2_tpm_unstranded', 'AL713852.2_tpm_unstranded', 'AL591845.1_tpm_unstranded', 'AC084864.2_tpm_unstranded', 'AL078622.1_tpm_unstranded', 'AC090707.2_tpm_unstranded', 'AC096645.1_tpm_unstranded', 'AC019159.2_tpm_unstranded', 'AL445255.1_tpm_unstranded', 'AC005888.1_tpm_unstranded', 'AC007432.1_tpm_unstranded', 'AC026748.7_tpm_unstranded', 'AL731702.1_tpm_unstranded', 'AC002465.1_tpm_unstranded', 'AL592078.2_tpm_unstranded', 'Z97192.4_tpm_unstranded', 'AC117373.2_tpm_unstranded', 'AL158038.1_tpm_unstranded', 'AC115220.2_tpm_unstranded', 'AL360013.3_tpm_unstranded', 'AC104634.1_tpm_unstranded', 'AC110926.1_tpm_unstranded', 'AC069547.2_tpm_unstranded', 'AC090629.1_tpm_unstranded', 'AC010378.1_tpm_unstranded', 'AC011228.2_tpm_unstranded', 'AL132799.1_tpm_unstranded', 'AC004863.1_tpm_unstranded', 'AC113410.4_tpm_unstranded', 'AL391839.3_tpm_unstranded', 'AC089985.1_tpm_unstranded', 'AC002458.1_tpm_unstranded', 'AC007682.1_tpm_unstranded', 'AL355501.1_tpm_unstranded', 'AL390791.1_tpm_unstranded', 'AC017050.1_tpm_unstranded', 'AL442067.3_tpm_unstranded', 'AL133334.1_tpm_unstranded', 'AC018716.2_tpm_unstranded', 'AC097637.3_tpm_unstranded', 'AC093796.1_tpm_unstranded', 'AL360013.4_tpm_unstranded', 'AL445984.2_tpm_unstranded', 'AC004817.5_tpm_unstranded', 'AL157996.2_tpm_unstranded', 'AL773573.1_tpm_unstranded', 'AC090936.1_tpm_unstranded', 'AC009486.2_tpm_unstranded', 'AL161731.1_tpm_unstranded', 'BX004807.1_tpm_unstranded', 'AC020558.6_tpm_unstranded', 'BX842570.1_tpm_unstranded', 'AC109472.1_tpm_unstranded', 'AL020997.4_tpm_unstranded', 'AC007656.4_tpm_unstranded', 'AC025048.7_tpm_unstranded', 'AC099654.11_tpm_unstranded', 'AF111169.4_tpm_unstranded', 'AL591115.1_tpm_unstranded', 'AL354916.1_tpm_unstranded', 'Z97056.3_tpm_unstranded', 'AC016575.2_tpm_unstranded', 'AL512603.1_tpm_unstranded', 'AC091178.2_tpm_unstranded', 'AL035661.2_tpm_unstranded', 'AL355334.2_tpm_unstranded', 'AL353688.1_tpm_unstranded', 'AC109782.1_tpm_unstranded', 'AP006222.2_tpm_unstranded', 'AC016590.4_tpm_unstranded', 'AC021573.1_tpm_unstranded', 'AL499602.1_tpm_unstranded', 'AL355596.2_tpm_unstranded', 'AC012081.2_tpm_unstranded', 'AC091893.2_tpm_unstranded', 'AL162400.3_tpm_unstranded', 'AC016769.5_tpm_unstranded', 'AC009560.3_tpm_unstranded', 'AC083870.1_tpm_unstranded', 'AP006287.3_tpm_unstranded', 'AC006538.4_tpm_unstranded', 'AC024730.1_tpm_unstranded', 'AC092850.2_tpm_unstranded', 'AP002755.1_tpm_unstranded', 'AL583809.1_tpm_unstranded', 'AC068408.2_tpm_unstranded', 'AC069280.2_tpm_unstranded', 'AC108052.1_tpm_unstranded', 'AC010251.1_tpm_unstranded', 'AL445668.1_tpm_unstranded', 'AL034427.1_tpm_unstranded', 'AC027250.2_tpm_unstranded', 'AL035252.5_tpm_unstranded', 'AC133485.7_tpm_unstranded', 'AL355672.1_tpm_unstranded', 'AL592156.1_tpm_unstranded', 'AC079030.1_tpm_unstranded', 'AC095038.4_tpm_unstranded', 'AC007130.1_tpm_unstranded', 'AL132718.1_tpm_unstranded', 'AC009501.2_tpm_unstranded', 'AC011246.1_tpm_unstranded', 'AL117344.2_tpm_unstranded', 'AL121762.1_tpm_unstranded', 'AC021451.2_tpm_unstranded', 'Z80897.1_tpm_unstranded', 'AL590483.4_tpm_unstranded', 'AC006398.1_tpm_unstranded', 'AC103858.3_tpm_unstranded', 'AC010789.2_tpm_unstranded', 'AC067942.4_tpm_unstranded', 'AL023553.1_tpm_unstranded', 'AC117509.1_tpm_unstranded', 'AC069214.1_tpm_unstranded', 'AC022325.2_tpm_unstranded', 'AC092079.2_tpm_unstranded', 'AL359764.1_tpm_unstranded', 'AP001924.2_tpm_unstranded', 'AL132982.1_tpm_unstranded', 'AP006219.2_tpm_unstranded', 'AL512643.2_tpm_unstranded', 'AC018545.1_tpm_unstranded', 'AL645768.1_tpm_unstranded', 'AC008462.1_tpm_unstranded', 'AC092745.4_tpm_unstranded', 'AC087468.2_tpm_unstranded', 'AC004947.3_tpm_unstranded', 'AC000050.2_tpm_unstranded', 'AC026408.1_tpm_unstranded', 'AC018695.8_tpm_unstranded', 'Z95118.2_tpm_unstranded', 'AL031768.2_tpm_unstranded', 'AC010982.2_tpm_unstranded', 'AL355870.2_tpm_unstranded', 'AC142116.2_tpm_unstranded', 'AC106719.1_tpm_unstranded', 'AP000696.2_tpm_unstranded', 'AL354743.1_tpm_unstranded', 'AC009236.1_tpm_unstranded', 'AC079851.1_tpm_unstranded', 'AC107881.1_tpm_unstranded', 'AL022151.1_tpm_unstranded', 'AC092567.2_tpm_unstranded', 'AC023787.2_tpm_unstranded', 'AC007652.2_tpm_unstranded', 'AL161665.2_tpm_unstranded', 'AC099506.3_tpm_unstranded', 'AC090398.2_tpm_unstranded', 'AC108057.1_tpm_unstranded', 'AC097015.1_tpm_unstranded', 'PARTICL_tpm_unstranded', 'AL078604.4_tpm_unstranded', 'AC021683.6_tpm_unstranded', 'AC139019.1_tpm_unstranded', 'AL591506.1_tpm_unstranded', 'AL512655.1_tpm_unstranded', 'AC008798.2_tpm_unstranded', 'AC073973.1_tpm_unstranded', 'AL096854.1_tpm_unstranded', 'AC105941.1_tpm_unstranded', 'AC124242.3_tpm_unstranded', 'AC138409.3_tpm_unstranded', 'AL359502.2_tpm_unstranded', 'AC092645.2_tpm_unstranded', 'AL079338.1_tpm_unstranded', 'AL157938.4_tpm_unstranded', 'AL596214.1_tpm_unstranded', 'AP001631.2_tpm_unstranded', 'AL591002.1_tpm_unstranded', 'AL355836.2_tpm_unstranded', 'AL390839.1_tpm_unstranded', 'AL357075.2_tpm_unstranded', 'AC021451.3_tpm_unstranded', 'AP003065.1_tpm_unstranded', 'AC091838.1_tpm_unstranded', 'AC104088.2_tpm_unstranded', 'AC098679.4_tpm_unstranded', 'AC099845.1_tpm_unstranded', 'AC011092.3_tpm_unstranded', 'Z98742.4_tpm_unstranded', 'AC078983.1_tpm_unstranded', 'AL593844.1_tpm_unstranded', 'AC006348.1_tpm_unstranded', 'AC023511.3_tpm_unstranded', 'AC092825.1_tpm_unstranded', 'AC007879.5_tpm_unstranded', 'AC245427.2_tpm_unstranded', 'AC104304.3_tpm_unstranded', 'AL359511.2_tpm_unstranded', 'AL592146.2_tpm_unstranded', 'AL136225.1_tpm_unstranded', 'AL356608.3_tpm_unstranded', 'AC121334.4_tpm_unstranded', 'AC117528.1_tpm_unstranded', 'AC092819.2_tpm_unstranded', 'AC023483.1_tpm_unstranded', 'AC034159.2_tpm_unstranded', 'AL450992.3_tpm_unstranded', 'AL161753.1_tpm_unstranded', 'AC105101.2_tpm_unstranded', 'AC023494.1_tpm_unstranded', 'AC104472.4_tpm_unstranded', 'AC084018.3_tpm_unstranded', 'AL133335.2_tpm_unstranded', 'AC104841.1_tpm_unstranded', 'AC005697.3_tpm_unstranded', 'AL132775.1_tpm_unstranded', 'AC006197.2_tpm_unstranded', 'LINC02885_tpm_unstranded', 'AP006261.1_tpm_unstranded', 'AL133493.2_tpm_unstranded', 'AL512358.1_tpm_unstranded', 'AC098595.1_tpm_unstranded', 'AL645507.1_tpm_unstranded', 'AC100756.3_tpm_unstranded', 'AC110611.1_tpm_unstranded', 'AC119427.2_tpm_unstranded', 'AC007563.3_tpm_unstranded', 'AC021660.4_tpm_unstranded', 'AC012101.1_tpm_unstranded', 'AC007100.2_tpm_unstranded', 'AC115100.1_tpm_unstranded', 'AC097468.3_tpm_unstranded', 'AL135818.3_tpm_unstranded', 'AC010201.3_tpm_unstranded', 'AL589166.1_tpm_unstranded', 'AL356433.1_tpm_unstranded', 'AC007405.4_tpm_unstranded', 'AL353774.1_tpm_unstranded', 'AC006213.7_tpm_unstranded', 'AC011416.4_tpm_unstranded', 'AL008730.1_tpm_unstranded', 'AC084167.1_tpm_unstranded', 'AC131944.1_tpm_unstranded', 'AC119673.2_tpm_unstranded', 'AC064843.1_tpm_unstranded', 'AC034111.2_tpm_unstranded', 'AC005041.4_tpm_unstranded', 'AC069421.2_tpm_unstranded', 'AC113370.1_tpm_unstranded', 'AC090469.1_tpm_unstranded', 'AP005900.1_tpm_unstranded', 'AL096828.5_tpm_unstranded', 'AC005803.1_tpm_unstranded', 'AL133240.2_tpm_unstranded', 'AL133405.1_tpm_unstranded', 'AC008751.3_tpm_unstranded', 'AL160400.1_tpm_unstranded', 'AC146507.3_tpm_unstranded', 'AC006112.1_tpm_unstranded', 'AL512356.4_tpm_unstranded', 'AC093765.2_tpm_unstranded', 'AC123595.2_tpm_unstranded', 'AC004879.1_tpm_unstranded', 'AC108073.3_tpm_unstranded', 'AC091646.1_tpm_unstranded', 'AP000248.1_tpm_unstranded', 'AC008443.7_tpm_unstranded', 'AC013267.1_tpm_unstranded', 'AL121933.2_tpm_unstranded', 'AC008459.1_tpm_unstranded', 'AC068931.1_tpm_unstranded', 'AC006566.2_tpm_unstranded', 'AL139234.1_tpm_unstranded', 'AL021918.5_tpm_unstranded', 'AC092125.2_tpm_unstranded', 'AC092636.1_tpm_unstranded', 'AL158011.1_tpm_unstranded', 'AC008875.2_tpm_unstranded', 'AC008453.2_tpm_unstranded', 'AC005153.1_tpm_unstranded', 'Z99716.2_tpm_unstranded', 'AC068633.2_tpm_unstranded', 'AC092933.2_tpm_unstranded', 'AC087894.3_tpm_unstranded', 'AL513524.1_tpm_unstranded', 'AC104689.2_tpm_unstranded', 'AP000648.9_tpm_unstranded', 'AL663058.2_tpm_unstranded', 'AC010641.2_tpm_unstranded', 'AL391730.2_tpm_unstranded', 'AC008532.1_tpm_unstranded', 'AL450467.1_tpm_unstranded', 'AC025253.2_tpm_unstranded', 'AL096712.2_tpm_unstranded', 'AL121935.3_tpm_unstranded', 'AC068700.2_tpm_unstranded', 'AP006545.3_tpm_unstranded', 'AC007649.1_tpm_unstranded', 'AC073225.1_tpm_unstranded', 'AL713998.3_tpm_unstranded', 'AF235103.3_tpm_unstranded', 'AC025262.3_tpm_unstranded', 'AL512424.1_tpm_unstranded', 'AL358976.1_tpm_unstranded', 'AL158077.2_tpm_unstranded', 'AL136040.2_tpm_unstranded', 'AC022535.2_tpm_unstranded', 'AP002748.6_tpm_unstranded', 'AC090946.1_tpm_unstranded', 'AC011351.1_tpm_unstranded', 'AL590009.1_tpm_unstranded', 'AC118469.2_tpm_unstranded', 'AC105230.1_tpm_unstranded', 'AL161935.3_tpm_unstranded', 'AC026316.5_tpm_unstranded', 'AC090826.3_tpm_unstranded', 'AC092623.1_tpm_unstranded', 'AC027612.3_tpm_unstranded', 'AC084198.2_tpm_unstranded', 'AC108075.1_tpm_unstranded', 'AC044893.2_tpm_unstranded', 'AC005682.2_tpm_unstranded', 'AC079140.6_tpm_unstranded', 'AC010896.1_tpm_unstranded', 'AP003783.1_tpm_unstranded', 'AL138997.1_tpm_unstranded', 'AC188617.1_tpm_unstranded', 'AC105343.2_tpm_unstranded', 'AC002331.1_tpm_unstranded', 'AC113348.3_tpm_unstranded', 'AC093001.2_tpm_unstranded', 'AL589863.2_tpm_unstranded', 'AC108452.1_tpm_unstranded', 'AP001407.1_tpm_unstranded', 'AC007066.3_tpm_unstranded', 'AL391811.1_tpm_unstranded', 'AC097375.5_tpm_unstranded', 'AC010623.1_tpm_unstranded', 'AC009244.1_tpm_unstranded', 'AL021368.5_tpm_unstranded', 'AL732509.1_tpm_unstranded', 'AC018706.1_tpm_unstranded', 'AC123786.3_tpm_unstranded', 'AC009236.2_tpm_unstranded', 'AC137695.3_tpm_unstranded', 'AL365295.2_tpm_unstranded', 'AP001360.2_tpm_unstranded', 'AC091181.2_tpm_unstranded', 'LINC02348_tpm_unstranded', 'AC133530.1_tpm_unstranded', 'AC126182.3_tpm_unstranded', 'AC005753.2_tpm_unstranded', 'AC092168.3_tpm_unstranded', 'AC073968.2_tpm_unstranded', 'AC007387.1_tpm_unstranded', 'AL353612.2_tpm_unstranded', 'AC008766.1_tpm_unstranded', 'AC000065.1_tpm_unstranded', 'AC127540.2_tpm_unstranded', 'AC114311.1_tpm_unstranded', 'AL590807.1_tpm_unstranded', 'AL627095.2_tpm_unstranded', 'AC145625.2_tpm_unstranded', 'AC008571.2_tpm_unstranded', 'AC015802.7_tpm_unstranded', 'AC140168.1_tpm_unstranded', 'AC022509.5_tpm_unstranded', 'AC091978.1_tpm_unstranded', 'AL031290.1_tpm_unstranded', 'AC135893.1_tpm_unstranded', 'AP000769.6_tpm_unstranded', 'AL137139.2_tpm_unstranded', 'AL445438.1_tpm_unstranded', 'AC092718.9_tpm_unstranded', 'AL022069.3_tpm_unstranded', 'AC112242.2_tpm_unstranded', 'AC012533.1_tpm_unstranded', 'AC188617.2_tpm_unstranded', 'AP005899.2_tpm_unstranded', 'AC091010.1_tpm_unstranded', 'AL023877.1_tpm_unstranded', 'AC064869.1_tpm_unstranded', 'AC100825.1_tpm_unstranded', 'AC097658.3_tpm_unstranded', 'AC009410.1_tpm_unstranded', 'AL353593.3_tpm_unstranded', 'AL122003.2_tpm_unstranded', 'AL355526.2_tpm_unstranded', 'AC093610.1_tpm_unstranded', 'AC012301.2_tpm_unstranded', 'AC013265.1_tpm_unstranded', 'AL139081.2_tpm_unstranded', 'AL139379.1_tpm_unstranded', 'AC099332.1_tpm_unstranded', 'AL355377.3_tpm_unstranded', 'AC116611.1_tpm_unstranded', 'LINC01622_tpm_unstranded', 'AC116158.3_tpm_unstranded', 'AL110114.1_tpm_unstranded', 'AC004687.3_tpm_unstranded', 'AL161645.2_tpm_unstranded', 'AC010494.1_tpm_unstranded', 'AC079949.5_tpm_unstranded', 'AC005703.6_tpm_unstranded', 'Z70719.1_tpm_unstranded', 'AL161652.1_tpm_unstranded', 'AC010883.2_tpm_unstranded', 'AC009315.1_tpm_unstranded', 'AC022832.2_tpm_unstranded', 'AC124066.1_tpm_unstranded', 'AC090348.1_tpm_unstranded', 'BX546033.1_tpm_unstranded', 'AC104459.1_tpm_unstranded', 'AL109824.1_tpm_unstranded', 'AC025871.3_tpm_unstranded', 'AL138716.1_tpm_unstranded', 'AC080005.1_tpm_unstranded', 'AC093639.2_tpm_unstranded', 'AC092338.3_tpm_unstranded', 'AC008964.1_tpm_unstranded', 'AL513128.3_tpm_unstranded', 'AL353138.1_tpm_unstranded', 'AP001120.5_tpm_unstranded', 'AC015871.6_tpm_unstranded', 'AP005242.5_tpm_unstranded', 'AP005273.2_tpm_unstranded', 'AC105339.6_tpm_unstranded', 'AC008496.3_tpm_unstranded', 'Z98745.1_tpm_unstranded', 'AL590027.1_tpm_unstranded', 'AC019193.4_tpm_unstranded', 'AC112504.3_tpm_unstranded', 'AL583829.1_tpm_unstranded', 'AL353704.2_tpm_unstranded', 'AL096870.10_tpm_unstranded', 'AL136129.1_tpm_unstranded', 'AC072026.2_tpm_unstranded', 'AC008883.3_tpm_unstranded', 'AC093798.1_tpm_unstranded', 'AC105052.5_tpm_unstranded', 'AC244472.1_tpm_unstranded', 'AL157831.3_tpm_unstranded', 'AC097532.3_tpm_unstranded', 'AL360020.1_tpm_unstranded', 'AL133477.1_tpm_unstranded', 'AC092844.1_tpm_unstranded', 'AC087533.1_tpm_unstranded', 'AL356379.2_tpm_unstranded', 'AC093240.1_tpm_unstranded', 'AL451127.2_tpm_unstranded', 'AC010528.2_tpm_unstranded', 'AL353752.2_tpm_unstranded', 'AL160159.1_tpm_unstranded', 'AC068688.1_tpm_unstranded', 'AC007343.1_tpm_unstranded', 'Z93943.1_tpm_unstranded', 'AC007036.5_tpm_unstranded', 'AC009570.2_tpm_unstranded', 'AC009152.6_tpm_unstranded', 'AL358232.2_tpm_unstranded', 'AC097517.1_tpm_unstranded', 'AP000696.3_tpm_unstranded', 'AC008786.1_tpm_unstranded', 'AC079382.2_tpm_unstranded', 'AC074024.1_tpm_unstranded', 'AC061708.1_tpm_unstranded', 'AC007463.2_tpm_unstranded', 'AL355361.1_tpm_unstranded', 'AL158214.2_tpm_unstranded', 'AC093840.2_tpm_unstranded', 'AL049779.4_tpm_unstranded', 'AC017037.5_tpm_unstranded', 'AL513166.1_tpm_unstranded', 'AC012076.1_tpm_unstranded', 'AL391097.3_tpm_unstranded', 'AC006063.3_tpm_unstranded', 'AC008798.3_tpm_unstranded', 'AC074290.1_tpm_unstranded', 'AC022276.1_tpm_unstranded', 'AL121981.1_tpm_unstranded', 'AL139090.1_tpm_unstranded', 'AC024270.4_tpm_unstranded', 'AC012306.3_tpm_unstranded', 'AC072054.1_tpm_unstranded', 'AL121977.2_tpm_unstranded', 'AC069540.2_tpm_unstranded', 'AC090510.4_tpm_unstranded', 'AC100805.1_tpm_unstranded', 'AC093639.3_tpm_unstranded', 'AC005258.2_tpm_unstranded', 'AL358780.1_tpm_unstranded', 'AC116428.1_tpm_unstranded', 'AC005041.5_tpm_unstranded', 'AC012060.1_tpm_unstranded', 'AL138824.1_tpm_unstranded', 'AJ011931.2_tpm_unstranded', 'AL355881.1_tpm_unstranded', 'AC006427.2_tpm_unstranded', 'AC096589.1_tpm_unstranded', 'AC055840.1_tpm_unstranded', 'AC080132.1_tpm_unstranded', 'AC084212.1_tpm_unstranded', 'AC015660.5_tpm_unstranded', 'AC009141.1_tpm_unstranded', 'AC092745.5_tpm_unstranded', 'AC112236.3_tpm_unstranded', 'AC090515.6_tpm_unstranded', 'AL049569.2_tpm_unstranded', 'AL139286.2_tpm_unstranded', 'AL590235.2_tpm_unstranded', 'Z69667.1_tpm_unstranded', 'AP001595.2_tpm_unstranded', 'AC078874.1_tpm_unstranded', 'AC093675.1_tpm_unstranded', 'AL160154.1_tpm_unstranded', 'AC123512.1_tpm_unstranded', 'AC006459.1_tpm_unstranded', 'AC024560.4_tpm_unstranded', 'AC087269.3_tpm_unstranded', 'AC009533.3_tpm_unstranded', 'AC006008.1_tpm_unstranded', 'AC092943.2_tpm_unstranded', 'AL365214.3_tpm_unstranded', 'AC096992.3_tpm_unstranded', 'AC022308.1_tpm_unstranded', 'AL035411.3_tpm_unstranded', 'AC133681.1_tpm_unstranded', 'AC004522.4_tpm_unstranded', 'AC068787.2_tpm_unstranded', 'AC004522.5_tpm_unstranded', 'AL139815.1_tpm_unstranded', 'AP002505.3_tpm_unstranded', 'AC103955.1_tpm_unstranded', 'AC012325.1_tpm_unstranded', 'AL138954.1_tpm_unstranded', 'AL136419.3_tpm_unstranded', 'AC013716.1_tpm_unstranded', 'AL022170.1_tpm_unstranded', 'AC027251.1_tpm_unstranded', 'AC079296.2_tpm_unstranded', 'AL023913.1_tpm_unstranded', 'AC055788.1_tpm_unstranded', 'AC092849.2_tpm_unstranded', 'U82671.1_tpm_unstranded', 'MICB-DT_tpm_unstranded', 'AC244250.4_tpm_unstranded', 'AC017104.5_tpm_unstranded', 'AP001992.2_tpm_unstranded', 'AL137018.1_tpm_unstranded', 'AL513478.4_tpm_unstranded', 'AC024996.1_tpm_unstranded', 'AC022467.2_tpm_unstranded', 'AP000867.5_tpm_unstranded', 'AC008969.2_tpm_unstranded', 'AC087588.2_tpm_unstranded', 'AL356113.1_tpm_unstranded', 'AC093928.1_tpm_unstranded', 'AC122697.1_tpm_unstranded', 'AL033539.2_tpm_unstranded', 'AC100858.3_tpm_unstranded', 'AC117435.1_tpm_unstranded', 'AC079776.5_tpm_unstranded', 'AL365215.2_tpm_unstranded', 'AC104383.1_tpm_unstranded', 'AC009869.1_tpm_unstranded', 'AC091938.1_tpm_unstranded', 'AC027128.1_tpm_unstranded', 'AC074096.1_tpm_unstranded', 'AL136169.1_tpm_unstranded', 'AC108066.2_tpm_unstranded', 'AL137800.1_tpm_unstranded', 'AC104167.1_tpm_unstranded', 'AC087369.2_tpm_unstranded', 'AC010491.2_tpm_unstranded', 'AC012508.3_tpm_unstranded', 'AL035665.2_tpm_unstranded', 'AC087490.1_tpm_unstranded', 'AL662884.5_tpm_unstranded', 'AP005136.4_tpm_unstranded', 'AC084335.1_tpm_unstranded', 'Z83745.1_tpm_unstranded', 'AC107067.1_tpm_unstranded', 'AC005234.2_tpm_unstranded', 'AC020584.1_tpm_unstranded', 'AL731553.1_tpm_unstranded', 'AC016931.1_tpm_unstranded', 'AC109635.5_tpm_unstranded', 'AC090578.3_tpm_unstranded', 'AC022239.2_tpm_unstranded', 'AC026736.1_tpm_unstranded', 'AC006478.1_tpm_unstranded', 'AC024933.2_tpm_unstranded', 'AL691432.4_tpm_unstranded', 'AC016026.2_tpm_unstranded', 'AC012157.3_tpm_unstranded', 'AP001360.3_tpm_unstranded', 'AC035139.2_tpm_unstranded', 'AC069243.1_tpm_unstranded', 'AC092448.1_tpm_unstranded', 'AC099332.2_tpm_unstranded', 'AC005856.1_tpm_unstranded', 'AC103974.2_tpm_unstranded', 'AL121581.3_tpm_unstranded', 'AC024651.3_tpm_unstranded', 'AC010624.5_tpm_unstranded', 'AC008674.1_tpm_unstranded', 'AC007686.5_tpm_unstranded', 'AC090018.2_tpm_unstranded', 'AP003100.3_tpm_unstranded', 'AC087683.3_tpm_unstranded', 'AC099563.2_tpm_unstranded', 'AC021037.1_tpm_unstranded', 'AC130467.1_tpm_unstranded', 'AC003077.1_tpm_unstranded', 'AC108667.2_tpm_unstranded', 'AC087883.2_tpm_unstranded', 'AL161797.1_tpm_unstranded', 'AC010996.1_tpm_unstranded', 'AL591022.1_tpm_unstranded', 'AL161717.1_tpm_unstranded', 'AC095038.5_tpm_unstranded', 'AC091074.3_tpm_unstranded', 'AC097462.3_tpm_unstranded', 'AC079841.2_tpm_unstranded', 'AC018978.1_tpm_unstranded', 'AL022162.1_tpm_unstranded', 'AC079117.1_tpm_unstranded', 'AC068616.2_tpm_unstranded', 'AC004464.1_tpm_unstranded', 'AP003973.3_tpm_unstranded', 'AL162713.2_tpm_unstranded', 'AC107032.3_tpm_unstranded', 'AC093307.1_tpm_unstranded', 'AC018647.3_tpm_unstranded', 'AL590101.1_tpm_unstranded', 'AL050402.2_tpm_unstranded', 'AC138470.2_tpm_unstranded', 'AC018802.1_tpm_unstranded', 'AC097709.1_tpm_unstranded', 'AL162388.2_tpm_unstranded', 'AC006478.2_tpm_unstranded', 'AL590560.5_tpm_unstranded', 'AC079354.2_tpm_unstranded', 'AC090945.1_tpm_unstranded', 'AL392083.2_tpm_unstranded', 'AL139106.1_tpm_unstranded', 'AC072028.1_tpm_unstranded', 'AC092810.3_tpm_unstranded', 'AL133395.1_tpm_unstranded', 'AC096589.2_tpm_unstranded', 'AC124862.1_tpm_unstranded', 'AL021917.1_tpm_unstranded', 'AC121757.2_tpm_unstranded', 'AC016240.1_tpm_unstranded', 'AC107302.2_tpm_unstranded', 'AC113410.5_tpm_unstranded', 'AL359813.1_tpm_unstranded', 'AL606970.5_tpm_unstranded', 'AL358787.1_tpm_unstranded', 'AC026271.4_tpm_unstranded', 'AC090004.2_tpm_unstranded', 'AC021220.2_tpm_unstranded', 'AC124248.2_tpm_unstranded', 'AL121582.1_tpm_unstranded', 'AL356489.3_tpm_unstranded', 'AL606500.1_tpm_unstranded', 'AP005209.2_tpm_unstranded', 'AP000962.3_tpm_unstranded', 'AP004606.1_tpm_unstranded', 'AC061958.1_tpm_unstranded', 'AL499604.1_tpm_unstranded', 'AC021134.2_tpm_unstranded', 'AC106706.2_tpm_unstranded', 'AC137561.1_tpm_unstranded', 'AC126468.1_tpm_unstranded', 'AC092805.1_tpm_unstranded', 'AL157893.2_tpm_unstranded', 'AL513218.2_tpm_unstranded', 'AL109806.2_tpm_unstranded', 'AC104656.1_tpm_unstranded', 'AP001042.3_tpm_unstranded', 'AC108169.1_tpm_unstranded', 'AL355337.1_tpm_unstranded', 'AC012066.1_tpm_unstranded', 'AC034193.1_tpm_unstranded', 'AC025175.2_tpm_unstranded', 'AP001066.1_tpm_unstranded', 'AL138889.3_tpm_unstranded', 'AC116345.4_tpm_unstranded', 'AC009961.3_tpm_unstranded', 'AL589693.1_tpm_unstranded', 'AC003093.1_tpm_unstranded', 'AL049552.2_tpm_unstranded', 'AF228727.1_tpm_unstranded', 'AC005165.3_tpm_unstranded', 'AL590550.1_tpm_unstranded', 'AC092473.2_tpm_unstranded', 'AL121750.1_tpm_unstranded', 'AL078600.1_tpm_unstranded', 'AC093772.2_tpm_unstranded', 'AL356361.3_tpm_unstranded', 'AL512638.3_tpm_unstranded', 'AC097382.3_tpm_unstranded', 'AC090577.1_tpm_unstranded', 'AC106743.1_tpm_unstranded', 'AL136102.1_tpm_unstranded', 'AC023302.2_tpm_unstranded', 'AP000224.1_tpm_unstranded', 'AC112484.5_tpm_unstranded', 'AC068787.3_tpm_unstranded', 'AL139289.2_tpm_unstranded', 'AC104024.3_tpm_unstranded', 'AC009951.6_tpm_unstranded', 'AC104335.2_tpm_unstranded', 'AC105916.1_tpm_unstranded', 'AC008056.3_tpm_unstranded', 'AC092580.4_tpm_unstranded', 'AL138773.1_tpm_unstranded', 'AC007220.2_tpm_unstranded', 'AC026495.2_tpm_unstranded', 'AC007880.1_tpm_unstranded', 'AL512603.2_tpm_unstranded', 'AC018695.9_tpm_unstranded', 'AC108488.3_tpm_unstranded', 'AC009879.4_tpm_unstranded', 'AL445238.2_tpm_unstranded', 'AC097500.1_tpm_unstranded', 'AC068616.3_tpm_unstranded', 'AC096970.1_tpm_unstranded', 'AC092881.2_tpm_unstranded', 'AC007279.1_tpm_unstranded', 'AC106845.1_tpm_unstranded', 'AC010884.1_tpm_unstranded', 'AC073578.5_tpm_unstranded', 'AL391538.1_tpm_unstranded', 'AL022726.1_tpm_unstranded', 'AL513317.1_tpm_unstranded', 'AC066595.2_tpm_unstranded', 'AC093675.2_tpm_unstranded', 'AL355053.1_tpm_unstranded', 'AC117480.1_tpm_unstranded', 'AC097511.1_tpm_unstranded', 'AC009413.1_tpm_unstranded', 'AC000085.1_tpm_unstranded', 'AC023468.1_tpm_unstranded', 'LINCADL_tpm_unstranded', 'AC092640.1_tpm_unstranded', 'AL139340.1_tpm_unstranded', 'C2orf27A_tpm_unstranded', 'AC099685.1_tpm_unstranded', 'AL161851.1_tpm_unstranded', 'AC005599.1_tpm_unstranded', 'AC022215.2_tpm_unstranded', 'AL138479.2_tpm_unstranded', 'AL034351.3_tpm_unstranded', 'AC117464.1_tpm_unstranded', 'AL356737.2_tpm_unstranded', 'Z82195.3_tpm_unstranded', 'AC093519.2_tpm_unstranded', 'AC108482.2_tpm_unstranded', 'AC018558.6_tpm_unstranded', 'AC112254.1_tpm_unstranded', 'AL078621.2_tpm_unstranded', 'AC104561.4_tpm_unstranded', 'AL133313.1_tpm_unstranded', 'AL512625.3_tpm_unstranded', 'AC107050.1_tpm_unstranded', 'AC010327.8_tpm_unstranded', 'AC006062.1_tpm_unstranded', 'AC073091.1_tpm_unstranded', 'AL356157.3_tpm_unstranded', 'AC092596.1_tpm_unstranded', 'AL513303.1_tpm_unstranded', 'AC099517.1_tpm_unstranded', 'AL583825.1_tpm_unstranded', 'AC026320.3_tpm_unstranded', 'AC008558.1_tpm_unstranded', 'AC106818.2_tpm_unstranded', 'AC107067.2_tpm_unstranded', 'AC131953.2_tpm_unstranded', 'AC093824.2_tpm_unstranded', 'AC007269.1_tpm_unstranded', 'AC041005.1_tpm_unstranded', 'AC073326.2_tpm_unstranded', 'AL449403.3_tpm_unstranded', 'AC068989.1_tpm_unstranded', 'AL121956.7_tpm_unstranded', 'AC239799.2_tpm_unstranded', 'AC055807.1_tpm_unstranded', 'AL031005.2_tpm_unstranded', 'AC132938.6_tpm_unstranded', 'AC131568.1_tpm_unstranded', 'AC004448.5_tpm_unstranded', 'AC096675.1_tpm_unstranded', 'AC092979.2_tpm_unstranded', 'AC010387.2_tpm_unstranded', 'AC022506.2_tpm_unstranded', 'AC009682.1_tpm_unstranded', 'AC008119.1_tpm_unstranded', 'AC005592.2_tpm_unstranded', 'AC090816.1_tpm_unstranded', 'AL451054.4_tpm_unstranded', 'AC069421.3_tpm_unstranded', 'AC096861.2_tpm_unstranded', 'AP000428.1_tpm_unstranded', 'AC100779.1_tpm_unstranded', 'AC074254.2_tpm_unstranded', 'AL121904.2_tpm_unstranded', 'AL162585.1_tpm_unstranded', 'AL121899.3_tpm_unstranded', 'AC021321.2_tpm_unstranded', 'AC231759.2_tpm_unstranded', 'AC106865.2_tpm_unstranded', 'AL355538.1_tpm_unstranded', 'AL359962.3_tpm_unstranded', 'AL021707.9_tpm_unstranded', 'AL590138.1_tpm_unstranded', 'AL589794.2_tpm_unstranded', 'AC234917.3_tpm_unstranded', 'Z94277.1_tpm_unstranded', 'AC099791.4_tpm_unstranded', 'Z84468.2_tpm_unstranded', 'AC084740.1_tpm_unstranded', 'AC021698.1_tpm_unstranded', 'AC009731.1_tpm_unstranded', 'AC120194.1_tpm_unstranded', 'AL136119.1_tpm_unstranded', 'AC079848.2_tpm_unstranded', 'AL359552.1_tpm_unstranded', 'AL592211.2_tpm_unstranded', 'AL732437.2_tpm_unstranded', 'Z73420.1_tpm_unstranded', 'AC073655.3_tpm_unstranded', 'AP002954.2_tpm_unstranded', 'AC105445.1_tpm_unstranded', 'AC122688.5_tpm_unstranded', 'AL359511.3_tpm_unstranded', 'AC073593.2_tpm_unstranded', 'THCAT155_tpm_unstranded', 'AL020997.5_tpm_unstranded', 'AP001981.2_tpm_unstranded', 'AC022535.3_tpm_unstranded', 'AL450423.2_tpm_unstranded', 'AC009271.2_tpm_unstranded', 'AC005400.1_tpm_unstranded', 'AC073046.4_tpm_unstranded', 'AP003062.2_tpm_unstranded', 'AL009179.1_tpm_unstranded', 'Z98880.1_tpm_unstranded', 'AC011509.3_tpm_unstranded', 'AC007877.1_tpm_unstranded', 'AC137494.1_tpm_unstranded', 'AC111182.2_tpm_unstranded', 'AL512283.2_tpm_unstranded', 'AL359732.1_tpm_unstranded', 'AL357075.3_tpm_unstranded', 'AL139243.1_tpm_unstranded', 'AC021148.2_tpm_unstranded', 'AC008875.3_tpm_unstranded', 'AP003778.1_tpm_unstranded', 'AL365272.1_tpm_unstranded', 'AL359813.2_tpm_unstranded', 'AC026523.3_tpm_unstranded', 'AL050350.1_tpm_unstranded', 'Z82215.1_tpm_unstranded', 'AL137140.1_tpm_unstranded', 'AC011455.8_tpm_unstranded', 'AC007786.4_tpm_unstranded', 'AC132660.2_tpm_unstranded', 'AL627232.1_tpm_unstranded', 'AC011451.4_tpm_unstranded', 'AL392086.3_tpm_unstranded', 'AL353600.2_tpm_unstranded', 'AL121932.2_tpm_unstranded', 'AC009878.2_tpm_unstranded', 'AC012101.2_tpm_unstranded', 'AL031726.2_tpm_unstranded', 'AL117353.1_tpm_unstranded', 'AC130814.1_tpm_unstranded', 'AP000547.4_tpm_unstranded', 'AC024560.5_tpm_unstranded', 'AL133476.1_tpm_unstranded', 'AL121762.2_tpm_unstranded', 'AP000428.2_tpm_unstranded', 'AC093765.3_tpm_unstranded', 'AC068286.2_tpm_unstranded', 'AC002460.2_tpm_unstranded', 'AL357054.5_tpm_unstranded', 'AL035694.1_tpm_unstranded', 'AC090812.1_tpm_unstranded', 'AC011446.3_tpm_unstranded', 'AL356123.1_tpm_unstranded', 'AC079768.2_tpm_unstranded', 'AC012459.1_tpm_unstranded', 'AL080275.1_tpm_unstranded', 'AC068075.2_tpm_unstranded', 'AL133477.2_tpm_unstranded', 'AP006248.5_tpm_unstranded', 'AC010969.3_tpm_unstranded', 'AC016821.1_tpm_unstranded', 'AC005772.2_tpm_unstranded', 'AC018802.2_tpm_unstranded', 'AL583859.3_tpm_unstranded', 'AL133445.3_tpm_unstranded', 'AC140121.1_tpm_unstranded', 'AC127526.4_tpm_unstranded', 'AC016995.1_tpm_unstranded', 'AC090125.2_tpm_unstranded', 'AL670729.3_tpm_unstranded', 'AC007391.3_tpm_unstranded', 'AC016769.6_tpm_unstranded', 'AL353730.1_tpm_unstranded', 'AC079822.1_tpm_unstranded', 'AC110790.1_tpm_unstranded', 'AC026523.4_tpm_unstranded', 'AC068189.2_tpm_unstranded', 'AC022100.1_tpm_unstranded', 'AL096828.6_tpm_unstranded', 'AC138647.2_tpm_unstranded', 'AL589787.1_tpm_unstranded', 'AL731769.1_tpm_unstranded', 'FP326651.1_tpm_unstranded', 'AL353697.1_tpm_unstranded', 'AC106045.1_tpm_unstranded', 'AC103758.1_tpm_unstranded', 'AL161447.2_tpm_unstranded', 'AC102941.2_tpm_unstranded', 'AL139351.3_tpm_unstranded', 'AL137157.1_tpm_unstranded', 'AC005962.2_tpm_unstranded', 'AL929091.1_tpm_unstranded', 'AC079949.6_tpm_unstranded', 'AC007222.2_tpm_unstranded', 'AC188616.1_tpm_unstranded', 'AL022397.1_tpm_unstranded', 'AC079304.1_tpm_unstranded', 'AC183088.4_tpm_unstranded', 'AL132712.2_tpm_unstranded', 'AL133405.2_tpm_unstranded', 'AC099535.2_tpm_unstranded', 'AC108477.2_tpm_unstranded', 'AL137786.2_tpm_unstranded', 'AC092120.3_tpm_unstranded', 'AC011029.1_tpm_unstranded', 'AL034351.4_tpm_unstranded', 'AL451123.2_tpm_unstranded', 'AL590822.3_tpm_unstranded', 'AL512484.1_tpm_unstranded', 'AL096706.1_tpm_unstranded', 'AL138740.1_tpm_unstranded', 'AC006296.3_tpm_unstranded', 'AL355537.2_tpm_unstranded', 'AC103563.9_tpm_unstranded', 'AL353709.1_tpm_unstranded', 'AC068787.4_tpm_unstranded', 'AC072026.3_tpm_unstranded', 'AC016583.2_tpm_unstranded', 'AL589645.1_tpm_unstranded', 'AC111197.1_tpm_unstranded', 'AL356317.1_tpm_unstranded', 'AL627316.1_tpm_unstranded', 'AL122014.1_tpm_unstranded', 'AC239860.4_tpm_unstranded', 'AC098825.1_tpm_unstranded', 'AL359538.3_tpm_unstranded', 'AC090948.4_tpm_unstranded', 'AC129803.1_tpm_unstranded', 'AC006144.2_tpm_unstranded', 'AL589935.3_tpm_unstranded', 'AC012433.2_tpm_unstranded', 'AC110611.2_tpm_unstranded', 'AC110809.1_tpm_unstranded', 'AL096840.2_tpm_unstranded', 'AL121820.3_tpm_unstranded', 'AC009248.3_tpm_unstranded', 'AC010883.3_tpm_unstranded', 'AC068774.1_tpm_unstranded', 'AC007106.2_tpm_unstranded', 'AC006525.1_tpm_unstranded', 'AC103871.1_tpm_unstranded', 'AC097520.2_tpm_unstranded', 'AL591468.1_tpm_unstranded', 'AC244102.4_tpm_unstranded', 'AL118511.3_tpm_unstranded', 'AL592464.3_tpm_unstranded', 'AP002528.1_tpm_unstranded', 'AC117481.1_tpm_unstranded', 'AC011503.4_tpm_unstranded', 'AC093151.7_tpm_unstranded', 'AC034139.1_tpm_unstranded', 'AL158167.1_tpm_unstranded', 'AC016245.2_tpm_unstranded', 'AL451080.1_tpm_unstranded', 'AC017028.2_tpm_unstranded', 'AC098656.1_tpm_unstranded', 'AL596442.3_tpm_unstranded', 'AC027811.1_tpm_unstranded', 'AC004936.1_tpm_unstranded', 'AL161941.1_tpm_unstranded', 'AL031259.1_tpm_unstranded', 'AP001591.1_tpm_unstranded', 'AL449363.2_tpm_unstranded', 'AC093787.2_tpm_unstranded', 'AC099541.2_tpm_unstranded', 'AC093746.1_tpm_unstranded', 'AC006059.4_tpm_unstranded', 'AC013439.1_tpm_unstranded', 'AL121929.3_tpm_unstranded', 'AL590068.4_tpm_unstranded', 'AC131237.1_tpm_unstranded', 'AL442071.2_tpm_unstranded', 'AL360006.1_tpm_unstranded', 'AC080079.2_tpm_unstranded', 'AP003717.4_tpm_unstranded', 'AP003327.2_tpm_unstranded', 'AL390236.1_tpm_unstranded', 'AL139280.2_tpm_unstranded', 'AC009121.4_tpm_unstranded', 'AL136090.2_tpm_unstranded', 'AC027601.5_tpm_unstranded', 'AC244035.4_tpm_unstranded', 'AC107222.2_tpm_unstranded', 'AC109133.1_tpm_unstranded', 'AC069404.1_tpm_unstranded', 'AL161662.1_tpm_unstranded', 'AL356313.1_tpm_unstranded', 'AC092078.3_tpm_unstranded', 'AC063919.2_tpm_unstranded', 'AC131956.3_tpm_unstranded', 'AC079460.2_tpm_unstranded', 'AL357558.3_tpm_unstranded', 'AC007610.5_tpm_unstranded', 'AC092803.3_tpm_unstranded', 'AC007731.5_tpm_unstranded', 'AC099501.1_tpm_unstranded', 'AC018558.7_tpm_unstranded', 'AC108019.2_tpm_unstranded', 'AC016721.1_tpm_unstranded', 'AL391477.1_tpm_unstranded', 'AL359894.1_tpm_unstranded', 'AC008149.2_tpm_unstranded', 'AC092793.1_tpm_unstranded', 'AL157369.1_tpm_unstranded', 'AC005821.2_tpm_unstranded', 'AL033519.5_tpm_unstranded', 'AL512356.5_tpm_unstranded', 'AL442636.1_tpm_unstranded', 'AC068442.1_tpm_unstranded', 'AC110620.2_tpm_unstranded', 'AC100810.7_tpm_unstranded', 'AL358053.1_tpm_unstranded', 'AL355531.1_tpm_unstranded', 'AC037459.4_tpm_unstranded', 'AC007317.2_tpm_unstranded', 'AC044798.3_tpm_unstranded', 'AP001037.1_tpm_unstranded', 'AC138854.1_tpm_unstranded', 'AL591504.2_tpm_unstranded', 'AL359382.2_tpm_unstranded', 'AC110614.1_tpm_unstranded', 'AL844892.2_tpm_unstranded', 'AC018437.3_tpm_unstranded', 'AL356495.1_tpm_unstranded', 'AL109829.1_tpm_unstranded', 'AP001330.5_tpm_unstranded', 'AL158832.2_tpm_unstranded', 'AL161663.1_tpm_unstranded', 'AC124312.5_tpm_unstranded', 'AL132775.2_tpm_unstranded', 'AC068580.5_tpm_unstranded', 'AL451166.1_tpm_unstranded', 'AC114291.1_tpm_unstranded', 'AC104633.1_tpm_unstranded', 'AC073048.1_tpm_unstranded', 'AC004549.1_tpm_unstranded', 'AC015818.9_tpm_unstranded', 'AL512358.2_tpm_unstranded', 'AC069503.5_tpm_unstranded', 'AC069368.2_tpm_unstranded', 'AL356489.4_tpm_unstranded', 'AC093227.3_tpm_unstranded', 'AL031123.4_tpm_unstranded', 'AC007749.2_tpm_unstranded', 'AL357139.2_tpm_unstranded', 'AC009754.2_tpm_unstranded', 'AL163872.1_tpm_unstranded', 'AC092418.2_tpm_unstranded', 'AC027243.3_tpm_unstranded', 'AC079340.3_tpm_unstranded', 'AC087428.1_tpm_unstranded', 'AC026620.2_tpm_unstranded', 'AP001053.1_tpm_unstranded', 'AC009560.4_tpm_unstranded', 'AP001033.3_tpm_unstranded', 'AL137857.1_tpm_unstranded', 'AL109984.1_tpm_unstranded', 'AC019131.3_tpm_unstranded', 'AL133390.1_tpm_unstranded', 'AL450267.2_tpm_unstranded', 'AL359764.2_tpm_unstranded', 'AC099654.12_tpm_unstranded', 'AC100778.4_tpm_unstranded', 'AC004921.2_tpm_unstranded', 'AC093765.4_tpm_unstranded', 'AC034148.1_tpm_unstranded', 'AC138420.1_tpm_unstranded', 'AC003044.1_tpm_unstranded', 'AC007736.1_tpm_unstranded', 'AL627308.3_tpm_unstranded', 'AC016587.1_tpm_unstranded', 'AC005753.3_tpm_unstranded', 'AL121749.2_tpm_unstranded', 'AC068946.3_tpm_unstranded', 'AL445985.2_tpm_unstranded', 'AL358177.1_tpm_unstranded', 'AL353689.3_tpm_unstranded', 'AC011477.8_tpm_unstranded', 'AC110792.4_tpm_unstranded', 'AC009630.4_tpm_unstranded', 'AC012500.1_tpm_unstranded', 'AC020612.4_tpm_unstranded', 'AC109635.6_tpm_unstranded', 'AC022966.2_tpm_unstranded', 'AC116350.1_tpm_unstranded', 'AC013486.1_tpm_unstranded', 'AC097518.2_tpm_unstranded', 'AP001994.2_tpm_unstranded', 'AL163534.1_tpm_unstranded', 'AC234644.2_tpm_unstranded', 'AC021269.3_tpm_unstranded', 'AC092268.1_tpm_unstranded', 'AL450345.2_tpm_unstranded', 'AL445526.1_tpm_unstranded', 'AC109925.1_tpm_unstranded', 'AC090617.10_tpm_unstranded', 'AC006364.1_tpm_unstranded', 'AC023424.2_tpm_unstranded', 'AP003973.4_tpm_unstranded', 'AL713998.4_tpm_unstranded', 'AL109933.5_tpm_unstranded', 'AL136305.1_tpm_unstranded', 'AL731533.3_tpm_unstranded', 'AL121899.4_tpm_unstranded', 'AL109615.4_tpm_unstranded', 'AP006219.3_tpm_unstranded', 'AL359546.1_tpm_unstranded', 'AC108168.1_tpm_unstranded', 'AL732437.3_tpm_unstranded', 'AC133040.1_tpm_unstranded', 'AC002057.1_tpm_unstranded', 'AL078587.2_tpm_unstranded', 'AL035447.1_tpm_unstranded', 'AC108046.1_tpm_unstranded', 'AC004938.2_tpm_unstranded', 'AL390755.3_tpm_unstranded', 'AC067930.9_tpm_unstranded', 'AC009533.4_tpm_unstranded', 'AL034348.1_tpm_unstranded', 'AC139491.8_tpm_unstranded', 'AC073349.4_tpm_unstranded', 'AC016549.1_tpm_unstranded', 'AC099796.2_tpm_unstranded', 'AC018685.3_tpm_unstranded', 'AC004837.4_tpm_unstranded', 'Z98886.1_tpm_unstranded', 'AL158216.1_tpm_unstranded', 'AC092634.8_tpm_unstranded', 'AC093426.2_tpm_unstranded', 'AC090820.2_tpm_unstranded', 'AL360169.3_tpm_unstranded', 'AC073348.2_tpm_unstranded', 'AL022724.3_tpm_unstranded', 'AL356123.2_tpm_unstranded', 'AC097369.4_tpm_unstranded', 'AC066614.1_tpm_unstranded', 'AC108105.1_tpm_unstranded', 'AL512427.2_tpm_unstranded', 'AL157813.2_tpm_unstranded', 'AC122719.3_tpm_unstranded', 'BX323046.2_tpm_unstranded', 'AC100808.1_tpm_unstranded', 'AC008403.3_tpm_unstranded', 'AC109131.1_tpm_unstranded', 'AC022137.3_tpm_unstranded', 'AL589787.2_tpm_unstranded', 'AC009403.3_tpm_unstranded', 'AC007922.4_tpm_unstranded', 'AP000474.2_tpm_unstranded', 'AC069549.2_tpm_unstranded', 'AL158198.2_tpm_unstranded', 'AC012535.1_tpm_unstranded', 'AL357522.1_tpm_unstranded', 'AC092902.6_tpm_unstranded', 'AC025576.3_tpm_unstranded', 'AL021308.1_tpm_unstranded', 'AC092053.4_tpm_unstranded', 'AC021851.2_tpm_unstranded', 'AC068787.5_tpm_unstranded', 'AC037193.1_tpm_unstranded', 'AL590666.5_tpm_unstranded', 'AC022210.1_tpm_unstranded', 'AL021978.1_tpm_unstranded', 'AL359704.2_tpm_unstranded', 'AC012511.2_tpm_unstranded', 'AC006059.5_tpm_unstranded', 'AC011370.1_tpm_unstranded', 'AC005071.1_tpm_unstranded', 'AC112253.1_tpm_unstranded', 'AL161640.3_tpm_unstranded', 'AC114277.1_tpm_unstranded', 'AL139381.1_tpm_unstranded', 'AC005229.5_tpm_unstranded', 'AP001437.2_tpm_unstranded', 'AC117500.6_tpm_unstranded', 'AC007381.1_tpm_unstranded', 'AC007483.1_tpm_unstranded', 'AC093599.2_tpm_unstranded', 'AC004825.3_tpm_unstranded', 'AC080112.4_tpm_unstranded', 'AC092939.1_tpm_unstranded', 'AC021701.1_tpm_unstranded', 'AC093575.1_tpm_unstranded', 'AC093418.1_tpm_unstranded', 'AL390071.1_tpm_unstranded', 'AC007652.3_tpm_unstranded', 'AC000082.1_tpm_unstranded', 'AL355597.1_tpm_unstranded', 'AP002982.2_tpm_unstranded', 'AC023283.1_tpm_unstranded', 'AL591069.1_tpm_unstranded', 'AC068228.3_tpm_unstranded', 'AC109642.1_tpm_unstranded', 'AC098680.2_tpm_unstranded', 'AC079768.3_tpm_unstranded', 'AL391844.1_tpm_unstranded', 'AC109824.1_tpm_unstranded', 'AL122020.2_tpm_unstranded', 'AC005702.5_tpm_unstranded', 'AC092428.1_tpm_unstranded', 'AP000821.2_tpm_unstranded', 'AC109517.1_tpm_unstranded', 'AL132990.1_tpm_unstranded', 'AC104633.2_tpm_unstranded', 'AC108479.1_tpm_unstranded', 'AC068418.3_tpm_unstranded', 'AC003086.1_tpm_unstranded', 'AC051635.1_tpm_unstranded', 'AL009179.2_tpm_unstranded', 'AC078916.1_tpm_unstranded', 'AC096642.2_tpm_unstranded', 'AC025839.1_tpm_unstranded', 'AL031778.1_tpm_unstranded', 'AL355347.1_tpm_unstranded', 'AC093330.3_tpm_unstranded', 'AC020651.2_tpm_unstranded', 'AL591519.1_tpm_unstranded', 'AL392172.1_tpm_unstranded', 'AC000113.1_tpm_unstranded', 'AC062029.1_tpm_unstranded', 'AC007387.2_tpm_unstranded', 'AC011317.1_tpm_unstranded', 'AC009704.3_tpm_unstranded', 'AL023775.2_tpm_unstranded', 'AL031602.2_tpm_unstranded', 'AC053545.1_tpm_unstranded', 'AC091691.3_tpm_unstranded', 'AC008625.1_tpm_unstranded', 'AL357614.1_tpm_unstranded', 'Z99127.3_tpm_unstranded', 'AC005343.7_tpm_unstranded', 'AC073270.1_tpm_unstranded', 'AL591378.1_tpm_unstranded', 'AC116337.4_tpm_unstranded', 'AC002057.2_tpm_unstranded', 'AC099565.1_tpm_unstranded', 'AC012405.1_tpm_unstranded', 'AL139232.1_tpm_unstranded', 'AC092924.2_tpm_unstranded', 'AC115284.4_tpm_unstranded', 'AL137017.1_tpm_unstranded', 'AC008780.1_tpm_unstranded', 'AC067852.5_tpm_unstranded', 'AC005865.2_tpm_unstranded', 'AC006517.2_tpm_unstranded', 'AC025164.2_tpm_unstranded', 'AC026120.3_tpm_unstranded', 'AC133637.2_tpm_unstranded', 'AC009166.3_tpm_unstranded', 'AP001531.1_tpm_unstranded', 'AC023480.1_tpm_unstranded', 'AC061975.8_tpm_unstranded', 'AL356295.1_tpm_unstranded', 'AP005901.6_tpm_unstranded', 'AC096536.3_tpm_unstranded', 'AC005740.5_tpm_unstranded', 'AL139423.2_tpm_unstranded', 'AL049695.1_tpm_unstranded', 'AF241728.2_tpm_unstranded', 'AC097526.1_tpm_unstranded', 'AL035603.1_tpm_unstranded', 'AL731574.1_tpm_unstranded', 'AC083862.2_tpm_unstranded', 'AL136524.1_tpm_unstranded', 'AL355075.6_tpm_unstranded', 'PTCSC1_tpm_unstranded', 'AC132872.5_tpm_unstranded', 'AL359764.3_tpm_unstranded', 'AC009019.2_tpm_unstranded', 'AC115485.1_tpm_unstranded', 'AC009434.1_tpm_unstranded', 'AC068282.2_tpm_unstranded', 'AL031289.2_tpm_unstranded', 'AC005998.1_tpm_unstranded', 'AL359380.1_tpm_unstranded', 'AL139035.2_tpm_unstranded', 'AF233439.2_tpm_unstranded', 'AC082650.2_tpm_unstranded', 'AC073091.2_tpm_unstranded', 'AL353572.4_tpm_unstranded', 'AL389889.2_tpm_unstranded', 'AC130307.1_tpm_unstranded', 'AL109837.3_tpm_unstranded', 'AC107918.5_tpm_unstranded', 'AL031293.1_tpm_unstranded', 'AC244636.3_tpm_unstranded', 'AC091027.3_tpm_unstranded', 'AL353151.2_tpm_unstranded', 'AC099521.3_tpm_unstranded', 'AL162718.3_tpm_unstranded', 'AC108050.1_tpm_unstranded', 'AC068279.2_tpm_unstranded', 'AL136295.22_tpm_unstranded', 'AC006130.3_tpm_unstranded', 'AC233976.2_tpm_unstranded', 'BX469938.1_tpm_unstranded', 'AL353748.3_tpm_unstranded', 'AC007271.1_tpm_unstranded', 'AL137786.3_tpm_unstranded', 'Z80897.2_tpm_unstranded', 'AC025614.2_tpm_unstranded', 'AC096747.1_tpm_unstranded', 'AL513487.1_tpm_unstranded', 'AL161851.2_tpm_unstranded', 'AC006230.1_tpm_unstranded', 'AC104850.2_tpm_unstranded', 'AC018714.2_tpm_unstranded', 'AL359632.1_tpm_unstranded', 'AC020930.1_tpm_unstranded', 'AC112482.2_tpm_unstranded', 'AC103833.2_tpm_unstranded', 'AC113615.2_tpm_unstranded', 'AC092275.1_tpm_unstranded', 'AC013701.2_tpm_unstranded', 'AL158136.1_tpm_unstranded', 'AC025756.1_tpm_unstranded', 'AC008273.1_tpm_unstranded', 'AC140118.2_tpm_unstranded', 'AC068535.2_tpm_unstranded', 'AC026341.2_tpm_unstranded', 'AC016925.3_tpm_unstranded', 'AC093577.1_tpm_unstranded', 'AC107918.6_tpm_unstranded', 'AC005014.4_tpm_unstranded', 'AP000477.3_tpm_unstranded', 'AP003173.1_tpm_unstranded', 'AC117569.2_tpm_unstranded', 'Z98745.2_tpm_unstranded', 'AC128687.3_tpm_unstranded', 'AL135784.1_tpm_unstranded', 'AL390242.1_tpm_unstranded', 'AL355999.1_tpm_unstranded', 'AC005632.6_tpm_unstranded', 'AL391840.3_tpm_unstranded', 'AC105046.2_tpm_unstranded', 'AC016705.3_tpm_unstranded', 'AC011407.1_tpm_unstranded', 'AC005081.1_tpm_unstranded', 'AL133475.1_tpm_unstranded', 'AL096701.4_tpm_unstranded', 'AL512283.3_tpm_unstranded', 'AC055788.2_tpm_unstranded', 'AL050338.2_tpm_unstranded', 'AP000944.6_tpm_unstranded', 'AC098679.5_tpm_unstranded', 'AL603783.1_tpm_unstranded', 'AL627443.3_tpm_unstranded', 'AL035587.2_tpm_unstranded', 'AC090994.1_tpm_unstranded', 'AC002529.1_tpm_unstranded', 'AL354743.2_tpm_unstranded', 'AC002542.6_tpm_unstranded', 'AC007218.3_tpm_unstranded', 'AL135926.2_tpm_unstranded', 'AC092845.1_tpm_unstranded', 'AL157997.1_tpm_unstranded', 'AP005210.2_tpm_unstranded', 'AC006063.4_tpm_unstranded', 'AC016168.4_tpm_unstranded', 'AL590064.1_tpm_unstranded', 'AL953883.1_tpm_unstranded', 'AL353807.5_tpm_unstranded', 'AC009268.3_tpm_unstranded', 'AC096585.1_tpm_unstranded', 'AL161714.1_tpm_unstranded', 'AL161628.1_tpm_unstranded', 'AC018953.2_tpm_unstranded', 'AC093765.5_tpm_unstranded', 'AC018678.1_tpm_unstranded', 'AL355303.2_tpm_unstranded', 'AC079148.2_tpm_unstranded', 'AL121897.1_tpm_unstranded', 'AP001885.2_tpm_unstranded', 'AL450326.3_tpm_unstranded', 'AL031668.2_tpm_unstranded', 'AC073409.2_tpm_unstranded', 'AL023882.1_tpm_unstranded', 'AL592546.3_tpm_unstranded', 'AC020550.2_tpm_unstranded', 'AC008507.4_tpm_unstranded', 'AC079804.3_tpm_unstranded', 'AL137001.2_tpm_unstranded', 'AC114971.1_tpm_unstranded', 'AL139801.1_tpm_unstranded', 'AP000345.3_tpm_unstranded', 'AC099552.5_tpm_unstranded', 'AC009102.4_tpm_unstranded', 'AC007402.2_tpm_unstranded', 'AL355377.4_tpm_unstranded', 'AC073349.5_tpm_unstranded', 'AC093433.2_tpm_unstranded', 'AC073632.1_tpm_unstranded', 'AC026956.2_tpm_unstranded', 'AC020655.1_tpm_unstranded', 'AC068193.1_tpm_unstranded', 'AL512452.1_tpm_unstranded', 'AL133538.1_tpm_unstranded', 'AC022382.2_tpm_unstranded', 'AC114341.2_tpm_unstranded', 'AL445207.1_tpm_unstranded', 'AC079148.3_tpm_unstranded', 'AC134508.2_tpm_unstranded', 'AC093627.22_tpm_unstranded', 'AC005594.1_tpm_unstranded', 'AC018553.3_tpm_unstranded', 'AC005914.1_tpm_unstranded', 'AL391560.2_tpm_unstranded', 'AC087463.3_tpm_unstranded', 'FAM242B_tpm_unstranded', 'Z85996.3_tpm_unstranded', 'AC090907.3_tpm_unstranded', 'AC083864.5_tpm_unstranded', 'AC174469.1_tpm_unstranded', 'AL136379.1_tpm_unstranded', 'AC073548.2_tpm_unstranded', 'AP000465.1_tpm_unstranded', 'AC124798.3_tpm_unstranded', 'AC055714.1_tpm_unstranded', 'AC061961.1_tpm_unstranded', 'AL137026.3_tpm_unstranded', 'AL023754.2_tpm_unstranded', 'AL359852.2_tpm_unstranded', 'AL138708.1_tpm_unstranded', 'AC136431.2_tpm_unstranded', 'AC127526.5_tpm_unstranded', 'AC005909.2_tpm_unstranded', 'AC007497.2_tpm_unstranded', 'AC104024.4_tpm_unstranded', 'AP003464.1_tpm_unstranded', 'AL132986.1_tpm_unstranded', 'AL078582.2_tpm_unstranded', 'AC037433.1_tpm_unstranded', 'AC091607.2_tpm_unstranded', 'AP000944.7_tpm_unstranded', 'AF274853.1_tpm_unstranded', 'AC092802.4_tpm_unstranded', 'AL022098.1_tpm_unstranded', 'AL713868.1_tpm_unstranded', 'AC021979.3_tpm_unstranded', 'AL138701.2_tpm_unstranded', 'AL353576.1_tpm_unstranded', 'AC113208.5_tpm_unstranded', 'AC100801.2_tpm_unstranded', 'AC007535.1_tpm_unstranded', 'AL354953.1_tpm_unstranded', 'AL354897.2_tpm_unstranded', 'AC092651.2_tpm_unstranded', 'AC000065.2_tpm_unstranded', 'AL357141.1_tpm_unstranded', 'AP001885.3_tpm_unstranded', 'AC136297.1_tpm_unstranded', 'AL391425.1_tpm_unstranded', 'AC079753.2_tpm_unstranded', 'AC026726.2_tpm_unstranded', 'AL096709.1_tpm_unstranded', 'AC026433.1_tpm_unstranded', 'AC021055.1_tpm_unstranded', 'AC022360.1_tpm_unstranded', 'AC091151.7_tpm_unstranded', 'AC027584.1_tpm_unstranded', 'AL603824.1_tpm_unstranded', 'AC092377.1_tpm_unstranded', 'AC116361.1_tpm_unstranded', 'AC084741.1_tpm_unstranded', 'AC025508.1_tpm_unstranded', 'AC009432.2_tpm_unstranded', 'AC026402.2_tpm_unstranded', 'AC105328.1_tpm_unstranded', 'AC092848.2_tpm_unstranded', 'AL049646.2_tpm_unstranded', 'AL137067.3_tpm_unstranded', 'AC010872.2_tpm_unstranded', 'AC007695.1_tpm_unstranded', 'AC092053.5_tpm_unstranded', 'AC021236.1_tpm_unstranded', 'AC008567.3_tpm_unstranded', 'AC020911.3_tpm_unstranded', 'AC116534.1_tpm_unstranded', 'AC010476.2_tpm_unstranded', 'AC066580.1_tpm_unstranded', 'AC018557.3_tpm_unstranded', 'AL590062.1_tpm_unstranded', 'AC004882.3_tpm_unstranded', 'AC093606.1_tpm_unstranded', 'AL355474.1_tpm_unstranded', 'AC245164.2_tpm_unstranded', 'AC093642.6_tpm_unstranded', 'AC073648.7_tpm_unstranded', 'AC100834.2_tpm_unstranded', 'Z84486.1_tpm_unstranded', 'AC113143.2_tpm_unstranded', 'AL445123.2_tpm_unstranded', 'AC245407.2_tpm_unstranded', 'AC253572.1_tpm_unstranded', 'AL391557.1_tpm_unstranded', 'AC123023.2_tpm_unstranded', 'AC026765.4_tpm_unstranded', 'AL035251.1_tpm_unstranded', 'AC068858.1_tpm_unstranded', 'AC073270.2_tpm_unstranded', 'AL135841.1_tpm_unstranded', 'AL390839.2_tpm_unstranded', 'AL450352.1_tpm_unstranded', 'AL358334.4_tpm_unstranded', 'AL162151.3_tpm_unstranded', 'AL357513.1_tpm_unstranded', 'AC090338.1_tpm_unstranded', 'AC009835.1_tpm_unstranded', 'AC092053.6_tpm_unstranded', 'AL359208.1_tpm_unstranded', 'AL354950.3_tpm_unstranded', 'AC104232.3_tpm_unstranded', 'AC097522.2_tpm_unstranded', 'AL354811.2_tpm_unstranded', 'AC091912.3_tpm_unstranded', 'AC079768.4_tpm_unstranded', 'AC023503.1_tpm_unstranded', 'AC104211.3_tpm_unstranded', 'AC137735.3_tpm_unstranded', 'AC092803.4_tpm_unstranded', 'AC109458.2_tpm_unstranded', 'AL353135.2_tpm_unstranded', 'AL035587.3_tpm_unstranded', 'AC024597.1_tpm_unstranded', 'AP003307.1_tpm_unstranded', 'AP003486.2_tpm_unstranded', 'AL159156.1_tpm_unstranded', 'AL162493.1_tpm_unstranded', 'AC011505.1_tpm_unstranded', 'AP003120.1_tpm_unstranded', 'AC093677.3_tpm_unstranded', 'AP002991.2_tpm_unstranded', 'AL450338.2_tpm_unstranded', 'AC117488.1_tpm_unstranded', 'AL157936.1_tpm_unstranded', 'AC005301.2_tpm_unstranded', 'AC093849.4_tpm_unstranded', 'AC096996.3_tpm_unstranded', 'AL049839.3_tpm_unstranded', 'AC115282.2_tpm_unstranded', 'AC066585.1_tpm_unstranded', 'AC104472.5_tpm_unstranded', 'AC137894.4_tpm_unstranded', 'AL049833.4_tpm_unstranded', 'AC022433.1_tpm_unstranded', 'AC015943.1_tpm_unstranded', 'AL118511.4_tpm_unstranded', 'AL445588.1_tpm_unstranded', 'AC098969.2_tpm_unstranded', 'AC097713.2_tpm_unstranded', 'AC092819.3_tpm_unstranded', 'AL157703.1_tpm_unstranded', 'AC006511.6_tpm_unstranded', 'AL096870.12_tpm_unstranded', 'AL352979.4_tpm_unstranded', 'AL031123.5_tpm_unstranded', 'AP001994.3_tpm_unstranded', 'AC104088.3_tpm_unstranded', 'AC010889.2_tpm_unstranded', 'AC010727.1_tpm_unstranded', 'AC008060.5_tpm_unstranded', 'AL356952.1_tpm_unstranded', 'AL360178.2_tpm_unstranded', 'AC107373.3_tpm_unstranded', 'AL023806.4_tpm_unstranded', 'AC010086.3_tpm_unstranded', 'AL445213.2_tpm_unstranded', 'AL355338.1_tpm_unstranded', 'AP000926.2_tpm_unstranded', 'AL136981.3_tpm_unstranded', 'AC099050.1_tpm_unstranded', 'AC067945.3_tpm_unstranded', 'AC007881.4_tpm_unstranded', 'AC097448.1_tpm_unstranded', 'AC105180.2_tpm_unstranded', 'AC027088.5_tpm_unstranded', 'AF064866.1_tpm_unstranded', 'AC016902.1_tpm_unstranded', 'AL591135.2_tpm_unstranded', 'AC008507.5_tpm_unstranded', 'AC022463.1_tpm_unstranded', 'AC026341.3_tpm_unstranded', 'AC108519.1_tpm_unstranded', 'AC018398.2_tpm_unstranded', 'AC027129.1_tpm_unstranded', 'AL133553.2_tpm_unstranded', 'AC026329.1_tpm_unstranded', 'AC005104.2_tpm_unstranded', 'AC011374.3_tpm_unstranded', 'AC023787.3_tpm_unstranded', 'AL121888.2_tpm_unstranded', 'AL590608.1_tpm_unstranded', 'AL356094.2_tpm_unstranded', 'AL157414.4_tpm_unstranded', 'AC112770.1_tpm_unstranded', 'AL606923.2_tpm_unstranded', 'AC011303.1_tpm_unstranded', 'AC010163.3_tpm_unstranded', 'AC062022.2_tpm_unstranded', 'AC026108.2_tpm_unstranded', 'AL592295.5_tpm_unstranded', 'AP000961.1_tpm_unstranded', 'AC005618.4_tpm_unstranded', 'AC109322.2_tpm_unstranded', 'AP002448.1_tpm_unstranded', 'AL031073.2_tpm_unstranded', 'AL359259.1_tpm_unstranded', 'AL161663.2_tpm_unstranded', 'AL359987.1_tpm_unstranded', 'AC112481.2_tpm_unstranded', 'AL359538.4_tpm_unstranded', 'AC008180.3_tpm_unstranded', 'AC117461.1_tpm_unstranded', 'AL022318.5_tpm_unstranded', 'AL731769.2_tpm_unstranded', 'AC126768.3_tpm_unstranded', 'AC079331.3_tpm_unstranded', 'AC010941.1_tpm_unstranded', 'AC130888.1_tpm_unstranded', 'AC104530.1_tpm_unstranded', 'AL596442.4_tpm_unstranded', 'AL356419.1_tpm_unstranded', 'AP006587.6_tpm_unstranded', 'CU633906.5_tpm_unstranded', 'BX255925.4_tpm_unstranded', 'FAM106C_tpm_unstranded', 'AL355836.3_tpm_unstranded', 'AL355836.4_tpm_unstranded', 'AC010332.3_tpm_unstranded', 'AL136981.4_tpm_unstranded', 'FP325313.3_tpm_unstranded', 'AL132709.8_tpm_unstranded', 'AC079772.1_tpm_unstranded', 'AL160391.1_tpm_unstranded', 'AL109627.1_tpm_unstranded', 'AL512357.2_tpm_unstranded', 'AL669830.1_tpm_unstranded', 'AC025160.1_tpm_unstranded', 'AC013474.2_tpm_unstranded', 'AL157834.4_tpm_unstranded', 'AP000942.5_tpm_unstranded', 'AC078860.3_tpm_unstranded', 'AL669831.7_tpm_unstranded', 'AC055720.3_tpm_unstranded', 'AP001178.4_tpm_unstranded', 'AC013442.1_tpm_unstranded', 'AF222684.1_tpm_unstranded', 'AL162391.2_tpm_unstranded', 'AP002985.1_tpm_unstranded', 'AC022133.2_tpm_unstranded', 'AL008720.2_tpm_unstranded', 'AL353732.2_tpm_unstranded', 'AL133318.1_tpm_unstranded', 'AL035409.2_tpm_unstranded', 'AC023421.2_tpm_unstranded', 'AC004470.2_tpm_unstranded', 'C3orf36_tpm_unstranded', 'AL035653.1_tpm_unstranded', 'AC026412.4_tpm_unstranded', 'AL023806.5_tpm_unstranded', 'AL162573.1_tpm_unstranded', 'AC106870.3_tpm_unstranded', 'AC009063.4_tpm_unstranded', 'AF222685.1_tpm_unstranded', 'AC080097.1_tpm_unstranded', 'AC016394.2_tpm_unstranded', 'AL360015.1_tpm_unstranded', 'AL049198.1_tpm_unstranded', 'AC097478.4_tpm_unstranded', 'AC068057.3_tpm_unstranded', 'AL451164.3_tpm_unstranded', 'AC092720.3_tpm_unstranded', 'LINC01949_tpm_unstranded', 'AL442063.1_tpm_unstranded', 'AL357079.3_tpm_unstranded', 'AL161734.2_tpm_unstranded', 'AL159996.1_tpm_unstranded', 'AC107294.4_tpm_unstranded', 'AL117334.1_tpm_unstranded', 'AF130248.1_tpm_unstranded', 'AC023296.1_tpm_unstranded', 'AL137139.3_tpm_unstranded', 'NABP1-OT1_tpm_unstranded', 'AL162231.5_tpm_unstranded', 'Z97205.3_tpm_unstranded', 'AC010184.1_tpm_unstranded', 'AL357874.3_tpm_unstranded', 'AL645933.3_tpm_unstranded', 'AC116317.2_tpm_unstranded', 'AC226119.3_tpm_unstranded', 'AC236668.1_tpm_unstranded', 'C8orf44_tpm_unstranded', 'AC234782.2_tpm_unstranded', 'AL354833.1_tpm_unstranded', 'AL354833.2_tpm_unstranded', 'AC007461.1_tpm_unstranded', 'AC114744.2_tpm_unstranded', 'AL161669.4_tpm_unstranded', 'AL133351.4_tpm_unstranded', 'AC034199.2_tpm_unstranded', 'AL049777.1_tpm_unstranded', 'AC004510.2_tpm_unstranded', 'AC009093.11_tpm_unstranded', 'AC133555.6_tpm_unstranded', 'LNCDAT_tpm_unstranded', 'AL139190.1_tpm_unstranded', 'AL139280.3_tpm_unstranded', 'AC007511.1_tpm_unstranded', 'AC092910.4_tpm_unstranded', 'AC073611.1_tpm_unstranded', 'AC136977.1_tpm_unstranded', 'AC078856.1_tpm_unstranded', 'AL592295.6_tpm_unstranded'] Clinical columns (78): ['case_id', 'bcr', 'file_uuid', 'batch_number', 'project_code', 'disease_code', 'day_of_dcc_upload', 'month_of_dcc_upload', 'year_of_dcc_upload', 'patient_withdrawal', 'program', 'dbgap_registration_code', 'additional_studies', 'tumor_tissue_site', 'histological_type', 'other_dx', 'gender', 'vital_status', 'days_to_birth', 'days_to_last_known_alive', 'days_to_death', 'days_to_last_followup', 'race_list', 'bcr_patient_barcode', 'tissue_source_site', 'patient_id', 'bcr_patient_uuid', 'history_of_neoadjuvant_treatment', 'informed_consent_verified', 'icd_o_3_site', 'icd_o_3_histology', 'icd_10', 'tissue_prospective_collection_indicator', 'tissue_retrospective_collection_indicator', 'days_to_initial_pathologic_diagnosis', 'age_at_initial_pathologic_diagnosis', 'year_of_initial_pathologic_diagnosis', 'ethnicity', 'person_neoplasm_cancer_status', 'performance_status_scale_timing', 'day_of_form_completion', 'month_of_form_completion', 'year_of_form_completion', 'stage_event', 'karnofsky_performance_score', 'eastern_cancer_oncology_group', 'tobacco_smoking_history', 'year_of_tobacco_smoking_onset', 'stopped_smoking_year', 'number_pack_years_smoked', 'anatomic_neoplasm_subdivision', 'anatomic_neoplasm_subdivision_other', 'diagnosis', 'location_in_lung_parenchyma', 'residual_tumor', 'kras_mutation_found', 'kras_gene_analysis_performed', 'kras_mutation_result', 'egfr_mutation_performed', 'egfr_mutation_identified', 'egfr_mutation_result', 'eml4_alk_translocation_performed', 'eml4_alk_translocation_identified', 'eml4_alk_translocation_result', 'eml4_alk_translocation_method', 'pulmonary_function_test_performed', 'pre_bronchodilator_fev1_percent', 'post_bronchodilator_fev1_percent', 'pre_bronchodilator_fev1_fvc_percent', 'post_bronchodilator_fev1_fvc_percent', 'dlco_predictive_percent', 'radiation_therapy', 'postoperative_rx_tx', 'primary_therapy_outcome_success', 'new_tumor_events', 'drugs', 'radiations', 'follow_ups'] Total columns in the dataset: 16960 Total rows in the dataset: 1162
2. NaN, Duplicates, Mixed data types¶
First the preprocessed dataset is checked for duplicates based on the "case_id", only one row should be availible for each case. Next any rows containing NaN values are dropped. Lastly the gene features are checked for mixed data types. Any rows with mixed data types wil be removed. These step together make sure that the ML models have a proper format for train with.
In [1407]:
# Saving the orginal dataset size, before it changes
oldRowCount: int = len(dataFrame)
# Dropping al the duplicate rows based on the 'case_id' column, to ensure each case is unique
dataFrame.drop_duplicates(subset=['case_id'], inplace=True)
# A dictionary to map the feature selection steps to data frame feature counts
featureSelectionSteps: dict[str, int] = {"Initial": len(dataFrame.columns)}
# Only keeping the selected columns, this is done after dropping duplicates else the 'case_id' column would not exist
dataFrame = dataFrame[clinicalColumns + geneColumns]
# Updating the feature selection steps with the new count after selecting columns
featureSelectionSteps["Clinical Column Selection"] = len(dataFrame.columns)
# Calculating the difference between the old and new count to retieve the number of duplicate rows
duplicateRowCount: int = oldRowCount - len(dataFrame)
# Dropping rows with any NaN values
dataFrame.dropna(inplace=True)
# Calculating the difference between the old and new count to retieve the number of NaN rows
nanRowCount: int = oldRowCount - duplicateRowCount - len(dataFrame)
# Identifying columns with mixed data types
mixedTypeColumns: list[str] = [
col for col in dataFrame.columns
if dataFrame[col].map(type).nunique() > 1
]
# Dropping columns with mixed data types
dataFrame.drop(columns=mixedTypeColumns, inplace=True)
# Calculating the difference between the old and new count to retieve the number of mixed type rows
mixedTypeRowCount: int = oldRowCount - duplicateRowCount - nanRowCount - len(dataFrame)
# Retrieving the final row count after all operations
newRowCount: int = len(dataFrame)
2.1. Filter counts plot¶
In [1408]:
import matplotlib.pyplot as plt
# Plotting keys and values for the line graph
categories = ['Original', 'Duplicates', 'NaN', 'Mixed Type']
counts = [oldRowCount, duplicateRowCount, nanRowCount, mixedTypeRowCount]
# Updating the changes in count to refect total counts
current = oldRowCount
for i, count in enumerate(counts[1:]):
current -= count
counts[i + 1] = current
plt.plot(categories, counts, marker='o', linestyle='-', color='b') # line with points
# Adding annotations to the plot for better understanding
for i, count in enumerate(counts):
plt.text(i, count, str(count), ha='center', va='bottom')
plt.title('Row Filtering Counts')
plt.xlabel('Row Categories')
plt.ylabel('Count')
plt.grid(True) # optional, adds grid for readability
plt.show()
# Displaying the statsistics in text format for precise values
print(f"Original row count: {oldRowCount}")
print(f"Duplicate rows removed: {duplicateRowCount}")
print(f"Rows with NaN values removed: {nanRowCount}")
print(f"Mixed type rows removed: {mixedTypeRowCount}")
print(f"Final row count after processing: {newRowCount}")
Original row count: 1162 Duplicate rows removed: 144 Rows with NaN values removed: 0 Mixed type rows removed: 0 Final row count after processing: 1018
In [1409]:
# Plotting the training target column count distribution in graph format
histologyCounts = dataFrame[targetColumn].value_counts()
histologyCounts.plot(kind='bar', title=f'{targetColumn.capitalize()} Counts', xlabel='')
# Adding annotations to the plot for better understanding
for index, value in enumerate(histologyCounts):
plt.text(index, value, str(value), ha='center', va='bottom')
# Displating the distribution using text format for precision
print(f"\n{targetColumn.capitalize()} Counts Distribution:")
print(histologyCounts)
Icd_o_3_histology Counts Distribution: icd_o_3_histology 8070/3 465 8140/3 313 8255/3 107 8550/3 24 8260/3 22 8252/3 19 8480/3 14 8083/3 14 8071/3 13 8230/3 5 8253/3 5 8052/3 4 8507/3 3 8250/3 3 8072/3 3 8310/3 2 8073/3 1 8490/3 1 Name: count, dtype: int64
3. Categorising the histology types¶
In [1410]:
# Initializing the histology column to classify histology types
import numpy as np
# Converting the target column to string type to ensure consistent processing
dataFrame[targetColumn] = dataFrame[targetColumn].astype(str)
# Mapping the category numbers to their respective names for visualization
categoryNameMap: dict[int, str] = {
# 0: 'Squamous',
# 1: 'Adenocarcinoma',
# 2: 'Other'
}
# Defining sets to identify histology types in each category
squamousCodes: set = set()
adenocarcinomaCodes: set = set()
otherHistologyCodes: set = set()
invalidHistologyCodes: set = set()
# Function looks at the ICD-O-3 histology code and classifies it into one of three categories
def classifyHistology(icdCode: str) -> int:
global otherHistologyCodes, squamousCodes, adenocarcinomaCodes, invalidHistologyCodes
try:
# Retrieving the numerical main code from the ICD-O-3 histology code
mainCode: int = int(icdCode.split("/")[0])
except:
invalidHistologyCodes.add(icdCode)
return None
# Squamous
if 8050 <= mainCode <= 8084:
squamousCodes.add(icdCode)
return 0
# Adenocarcinoma
elif 8140 <= mainCode <= 8576:
adenocarcinomaCodes.add(icdCode)
return 1
# Other histology types will be counted as 2 ("Other")
otherHistologyCodes.add(icdCode)
return 2
# Dropping possible invalid histology codes
dataFrame.dropna(subset=[targetColumn], inplace=True)
# # Classifying histology types and updating the histology column
# dataFrame[targetColumn] = dataFrame[targetColumn].apply(classifyHistology).astype("category")
# Converting the histology column to categorical type for better memory efficiency
dataFrame[targetColumn] = pd.Categorical(dataFrame[targetColumn]).codes
# Dropping rows with only one smaple of histology type
dataFrame = dataFrame[dataFrame[targetColumn].value_counts()[dataFrame[targetColumn]].values > 1]
# Used for mean expression plots
filterdNonNormalizedDF: pd.DataFrame = dataFrame.copy()
# Using log2 to normalize the gene expression data
dataFrame[geneColumns] = np.log2(dataFrame[geneColumns] + 1)
# Saving a copy of the filtered DataFrame
filteredDF: pd.DataFrame = dataFrame.copy()
# Displaying the unique histology types and their counts
print(f'Squamous Codes ({len(squamousCodes)}):', squamousCodes)
print(f'Adenocarcinoma Codes ({len(adenocarcinomaCodes)}):', adenocarcinomaCodes)
print(f'Other Histology Codes ({len(otherHistologyCodes)}):', otherHistologyCodes)
print(f'Invalid Histology Codes ({len(invalidHistologyCodes)}):', invalidHistologyCodes)
Squamous Codes (0): set() Adenocarcinoma Codes (0): set() Other Histology Codes (0): set() Invalid Histology Codes (0): set()
In [1411]:
import matplotlib.pyplot as plt
import seaborn as sns
# Plotting a small graph to visualize the distribution of histology types
sns.set_theme(style="whitegrid")
plt.figure(figsize=(6, 4))
sns.countplot(x=dataFrame[targetColumn].astype(str), palette="Set2", hue=dataFrame[targetColumn].astype(str))
# Adding annotations to the plot for better understanding
for index, value in enumerate(dataFrame[targetColumn].value_counts()):
plt.text(index, value, str(value), ha='center', va='bottom')
plt.title('Distribution of Histology Types')
plt.xlabel('Histology Type')
plt.ylabel('Count')
plt.xticks(ticks=list(categoryNameMap.keys()), labels=list(categoryNameMap.values()), rotation=45)
plt.tight_layout()
plt.show()
# Displaying the distribution of histology in text format to ensure precision
print('Squamous Count:', dataFrame[targetColumn].value_counts().get(0, 0))
print('Adenocarcinoma Count:', dataFrame[targetColumn].value_counts().get(1, 0))
print('Other Histology Count:', dataFrame[targetColumn].value_counts().get(2, 0))
Squamous Count: 4 Adenocarcinoma Count: 465 Other Histology Count: 13
4. Feature Selection¶
- Feature Reduction
- PCA
- Research Features
4.1. Feature Reduction¶
Using many different feature reduction methods to find the optimal feature set.
4.1.1 Fraction Threshold¶
Any genes that where 80% of the sampels have a value lower that 5 wil be dropped, these genes likely do not play a large role in detecting histology subtypes.
In [1412]:
featureReductionFeatures: list[str] = geneColumns
# All feature redction changes will be made on this data frame
featureReductionDF: pd.DataFrame = dataFrame
countThreshold: int = 0.5 # TODO find logical value
sampleFractionThreshold: float = 0.9 # TODO find logical value
# Creating a mask for the data frame so only the active genes are included
lowCountmask = (featureReductionDF[featureReductionFeatures] < countThreshold).sum(axis=0) > (sampleFractionThreshold * featureReductionDF[geneColumns].shape[0])
# Creating a filterd data frame containing onlt gene columns that meet the threshold criteria
maskedDataFrame: pd.DataFrame = featureReductionDF[featureReductionFeatures].loc[:, ~lowCountmask]
# Updating the gene columns to ensure correct indexing
featureReductionFeatures = maskedDataFrame.columns
# Joining the original clinical columns with the filtered gene columns
featureReductionDF = featureReductionDF[clinicalColumns].join(maskedDataFrame)
# Adding an entry to the feature selection steps dictionary
featureReductionSteps = {**featureSelectionSteps, "Fraction Threshold": len(featureReductionDF.columns)}
4.1.2. Variance threshold¶
Small variance between gene samples have litte to no value to the global model training and can be dropped.
In [1413]:
from numpy import ndarray
from sklearn.feature_selection import VarianceThreshold
# Define a threshold for variance
varianceThreshold: int = 0.4 # 1 # TODO find logical value
# Step 1: Creating the data frame for the variance threshold to be applied
threshHoldDataFrame: pd.DataFrame = featureReductionDF[featureReductionFeatures]
# Step 2: Appling the VarianceThreshold
selector = VarianceThreshold(threshold=varianceThreshold)
selector.fit(threshHoldDataFrame)
# Step 3: Get selected column names
featureReductionFeatures = threshHoldDataFrame.columns[selector.get_support()]
# Step 4: Updating the data frame with the selected feature columns joined with clinical columns
featureReductionDF = threshHoldDataFrame[featureReductionFeatures].join(featureReductionDF[clinicalColumns])
# Adding an entry to the feature selection steps dictionary
featureReductionSteps["Variance Threshold"] = len(featureReductionDF.columns)
In [1414]:
# Retrieving the 10 most variate genes for visualization
plotX = threshHoldDataFrame[featureReductionFeatures].var().sort_values(ascending=False)[:10]
# Plotting the most variate genes to visualize the variance distribution
plt.figure(figsize=(10, 5))
sns.barplot(x=plotX.values,
y=plotX.index, palette='viridis', hue=plotX.index, dodge=False)
plt.title('Top 20 Most Variate Genes')
plt.xlabel('Variance')
plt.ylabel('Feature')
plt.tight_layout()
plt.show()
4.1.3. Standard scaler (Data split)¶
In [1415]:
from sklearn.preprocessing import StandardScaler
# Splits the DataFrame into features (X) and target (y).
def getDataXAndY(dataFrame: pd.DataFrame, targetColumn: str) -> tuple[pd.DataFrame, pd.Series]:
# All features except the target
X = dataFrame.drop(columns=[targetColumn])
# Target variable
y = dataFrame[targetColumn]
return X, y
# Scales all the features using the StandardScaler.
def scaleFeatures(dataFrame: pd.DataFrame, targetColumn: str) -> pd.DataFrame:
X, _ = getDataXAndY(dataFrame, targetColumn)
dataFrame[X.columns] = StandardScaler().fit_transform(X)
return dataFrame
featureReductionDF = scaleFeatures(featureReductionDF, targetColumn)
4.1.4. Lasso regression¶
In [1416]:
from sklearn.linear_model import Lasso
from sklearn.feature_selection import SelectFromModel
# Define a threshold for Lasso regularization
lassoThreshold: float = 0.005 # TODO find logical value
XReductionTrain, yReductionTrain = getDataXAndY(featureReductionDF, targetColumn)
print(featureReductionDF[targetColumn].value_counts())
# 1. Fit Lasso and SelectFromModel
lasso: Lasso = Lasso(alpha=lassoThreshold)
selector: SelectFromModel = SelectFromModel(lasso)
selector.fit(XReductionTrain, yReductionTrain)
# 2. Get selected feature mask
lowCountmask: ndarray = selector.get_support()
# 3. Use mask to trim original DataFrame (preserving column names)
featureReductionFeatures = XReductionTrain.columns[lowCountmask]
# 4. join the target column with the filtered gene columns
featureReductionDF = XReductionTrain[featureReductionFeatures].join(yReductionTrain)
# Adding an entry to the feature selection steps dictionary
featureReductionSteps["Lasso Regression"] = len(featureReductionDF.columns)
icd_o_3_histology 1 465 6 313 11 107 17 24 12 22 9 19 5 14 14 14 2 13 10 5 7 5 0 4 8 3 16 3 3 3 13 2 Name: count, dtype: int64
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:695: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.576e+02, tolerance: 1.842e+00 model = cd_fast.enet_coordinate_descent(
In [1417]:
# Plotting the 10 best features based on Lasso coefficients
import matplotlib.pyplot as plt
import numpy as np
# Use real column names from your DataFrame
featureNames: list[str] = XReductionTrain.columns.tolist()
# Absolute coefficients
coefs = np.abs(selector.estimator_.coef_)
# Get indices of top 10 features
topIndices = np.argsort(coefs)[-10:][::-1]
# Storing the plot y for the plot data and hue
plotX = np.array(featureNames)[topIndices]
# Plot the coefficients of the top 10 features
plt.figure(figsize=(10, 5))
sns.barplot(x=coefs[topIndices], y=plotX, palette='viridis', hue=plotX, dodge=False)
plt.xlabel("Coefficient Magnitude")
plt.ylabel("Features")
plt.title("Top 10 Important Features (Lasso)")
plt.tight_layout()
plt.show()
4.1.5 Correlation threshold¶
Any correlated features have litte to no extra value to be includeded in model training and can be dropped.
In [1418]:
# Defining a threshold for correlation
correlationThreshold: float = 0.75
# Creating a correlation matrix
correlationMatrix: pd.DataFrame = featureReductionDF[featureReductionFeatures].corr()
# Finding pairs of columns with correlation above the threshold
thresholdColumns = set()
for i in range(len(correlationMatrix.columns)):
for j in range(i):
if abs(correlationMatrix.iloc[i, j]) > correlationThreshold:
colname: str = correlationMatrix.columns[i]
thresholdColumns.add(colname)
# Dropping the selected columns from the original DataFrame
featureReductionDF.drop(columns=thresholdColumns, inplace=True)
# Updating the geneColumns to reflect the reduced set after correlation thresholding
featureReductionFeatures = getGeneColumns()
# Adding an entry to the feature selection steps dictionary
featureReductionSteps["Correlation Threshold"] = len(featureReductionDF.columns)
In [1419]:
import seaborn as sns
import matplotlib.pyplot as plt
# Plotting the correlation matrix
plt.figure(figsize=(12, 10))
sns.heatmap(correlationMatrix, annot=False, fmt=".2f", cmap='coolwarm', square=True)
plt.xticks(rotation=45, ha='right')
plt.yticks(rotation=0)
plt.tight_layout()
plt.xlabel('Genes')
plt.title('Correlation Matrix')
plt.show()
4.1.6. Select K Best¶
In [1420]:
from numpy import ndarray
from sklearn.feature_selection import SelectKBest, f_classif
kSelectBestThreshold: int = 10 # TODO find logical value
XReductionTrain, yReductionTrain = getDataXAndY(featureReductionDF, targetColumn)
# Creating the SelectKBest selector with the given threshold goal
selector: SelectKBest = SelectKBest(score_func=f_classif, k=kSelectBestThreshold)
selector.fit(XReductionTrain, yReductionTrain)
# Getting the mask of selected features
lowCountmask: ndarray = selector.get_support()
featureReductionFeatures = XReductionTrain.columns[lowCountmask]
# join the target column back
featureReductionDF = XReductionTrain[featureReductionFeatures].join(yReductionTrain)
# Adding an entry to the feature selection steps dictionary
featureReductionSteps["SelectKBest"] = len(featureReductionDF.columns)
In [1421]:
# Convert to DataFrame and sort by score
featureScores: pd.DataFrame = pd.DataFrame({'Feature': XReductionTrain.columns, 'Score': selector.scores_})
featureScores = featureScores.sort_values(by='Score', ascending=False).head(kSelectBestThreshold)
# Plot the features and the corresponding f-scores into a bar chart
plt.figure(figsize=(10, 5))
sns.barplot(data=featureScores, x='Score', y='Feature', palette='viridis', hue='Feature', dodge=False)
plt.title('Feature Importance (SelectKBest F-scores)')
plt.xlabel('F-score')
plt.ylabel('Feature')
plt.tight_layout()
plt.show()
4.2. PCA¶
In [1422]:
from sklearn.decomposition import PCA
# Defining the PCA variance threshold
PCAVarianceThreshold: float = 0.4 # TODO find logical value
X, y = getDataXAndY(filteredDF.copy(), targetColumn)
# Apply PCA to the gene expression columns
PCAInstance: PCA = PCA(n_components=PCAVarianceThreshold)
PCATransformed: ndarray = PCAInstance.fit_transform(X)
# Create new DataFrame with PCA-transformed features
PCAFeatures: list[str] = [f'PC{i+1}' for i in range(PCATransformed.shape[1])]
PCADF: pd.DataFrame = pd.DataFrame(PCATransformed, columns=PCAFeatures, index=y.index)
# Join PCA features with the target column
PCADF = PCADF.join(y)
# Scaling the PCA features
PCADF = scaleFeatures(PCADF, targetColumn)
# Creating a PCA specific feature selection steps dictionary
PCASteps: dict[str: int] = {
**featureSelectionSteps,
"PCA": len(PCADF.columns)
}
In [1423]:
# Get the PCA components (loadings)
pcaComponents: ndarray = PCAInstance.components_
# Number of top features to display
topN: int = 10
# Create a DataFrame of feature importances
componentDf: pd.DataFrame = pd.DataFrame()
componentDf['feature'] = X.columns
componentDf['weight'] = np.abs(pcaComponents[0]) # Take absolute values for importance
# Sort by absolute weight
componentDf = componentDf.sort_values('weight', ascending=False)
# Display top features
print(f"Top {topN} features contributing to the first PCA component:")
print(componentDf.head(topN))
# Plot top features
plt.figure(figsize=(10, 5))
plt.barh(componentDf['feature'].head(topN)[::-1], componentDf['weight'].head(topN)[::-1])
plt.xlabel('Absolute Weight in First Principal Component')
plt.title(f'Top {topN} Features in PCA')
plt.tight_layout()
plt.show()
# Get the top features from the component DataFrame
topPCAFeatures = componentDf.head(topN)['feature'].values
# Create a DataFrame with just these top features
topPCADF = filteredDF[np.append(topPCAFeatures, targetColumn)]
Top 10 features contributing to the first PCA component:
feature weight
6835 MALAT1_tpm_unstranded 0.052796
5573 NEAT1_tpm_unstranded 0.051401
7704 AC136475.3_tpm_unstranded 0.042819
3469 LINC00342_tpm_unstranded 0.042149
2343 ANKRD10-IT1_tpm_unstranded 0.041743
7752 AP006621.2_tpm_unstranded 0.041185
8296 AL928654.2_tpm_unstranded 0.040487
12660 AC084018.1_tpm_unstranded 0.039103
10474 AC110285.2_tpm_unstranded 0.038909
1940 AC006042.1_tpm_unstranded 0.038639
4.3. Research Features¶
In [1424]:
# Defining the research features to be used in the final model
researchFeatures: list[str] = [
'MALAT1_tpm_unstranded', 'SNHG1_tpm_unstranded', 'MIR22HG_tpm_unstranded',
'HOXA11-AS_tpm_unstranded', 'AC068228.1_tpm_unstranded', 'SATB2-AS1_tpm_unstranded',
'LINC01843_tpm_unstranded', 'AL606489.1_tpm_unstranded'
]
# Creating a new DataFrame with only the research features
researchDF: pd.DataFrame = filteredDF[researchFeatures + [targetColumn]].copy()
# Scaling the features in the research DataFrame
researchDF = scaleFeatures(researchDF, targetColumn)
# Creating a research specific feature selection steps dictionary
researchSteps: dict[str: int] = {
**featureSelectionSteps,
"Research Features": len(researchDF.columns)
}
4.4. Reduction Graph¶
Showing the step in feature selection for the various methods used
In [1425]:
# Plotting a line graph showing the feature selection steps
plt.figure(figsize=(10, 5))
# Function to plot a line graph for feature selection steps
def plotLine(dictData: dict[str, int], keepStart: bool = False) -> None:
plt.plot(list(dictData.keys()), list(dictData.values()), marker='o')
# Adding annotations for each point
for step, count in list(dictData.items())[(0 if keepStart else 2):]:
plt.annotate(f'{count}', (step, count), textcoords="offset points", xytext=(0, 5), ha='center')
# Plotting the feature selection steps for each method
plotLine(PCASteps, True)
plotLine(researchSteps)
plotLine(featureReductionSteps)
plt.legend(['PCA', 'Research Features', 'Feature Reduction Steps'], loc='upper right')
plt.title('Feature Selection Steps')
plt.xlabel('Feature Selection Steps')
plt.ylabel('Number of Features')
plt.xticks(rotation=45)
plt.grid()
plt.tight_layout()
plt.show()
4.5. Mean Expression graphs¶
In [1426]:
from matplotlib.axes import Axes
# Function that creates a dictionary for feature reduction results
def createDictForModels(rfResults: dict[str: object], logRegResults: dict[str: object], svmResults: dict[str: object]) -> dict[str: dict[str: object]]:
return {
'Random Forest': rfResults,
'Logistic Regression': logRegResults,
'Support Vector Machine': svmResults
}
def createDictForFeatureSelection(featureReduction, pca, research) -> dict[str: object]:
return {
'Feature Reduction': featureReduction,
'PCA': pca,
'Research Features': research
}
# Function to plot the mean expression of the top features by histology type
def plotMeanExpressions(ax: Axes, dataFrame: pd.DataFrame, features: list, title):
# Calculate mean values for each histology type
squamousMeans = dataFrame[dataFrame[targetColumn] == 0][features].mean()
adenocarcinomaMeans = dataFrame[dataFrame[targetColumn] == 1][features].mean()
# Create a comparison DataFrame
comparisonDf: pd.DataFrame = pd.DataFrame({
'feature': features,
'Squamous': squamousMeans.values,
'Adenocarcinoma': adenocarcinomaMeans.values,
})
# Melt the DataFrame for easier plotting with seaborn
meltedDF: pd.DataFrame = pd.melt(comparisonDf, id_vars=['feature'], var_name='group', value_name='meanExpression')
# Create the plot
sns.barplot(x='meanExpression', y='feature', hue='group', data=meltedDF, ax=ax)
ax.set_title(title, fontsize=14)
ax.set_xlabel('Mean Expression Value', fontsize=12)
ax.set_ylabel('Feature', fontsize=12)
ax.legend(title='Group')
# Set plot horizontal alignment
ax.set_xlim(0, meltedDF['meanExpression'].max() * 1.1) # Adjust x-axis limit for better visibility
def plotMeanExpressionsSubplots(data: dict[str: dict[str: object]], title: str) -> None:
# Creating subplots for the different feature selection methods
fig, axs = plt.subplots(1, 3, figsize=(18, 6))
# Title for the entire figure
fig.suptitle(title, fontsize=16)
# Iterating through the data dictionary to plot each feature selection method
for i, (name, (dataFrame, features)) in enumerate(data.items()):
# Plotting the mean expression for each feature selection method
plotMeanExpressions(axs[i], dataFrame, features, f'{name} Mean Expression')
# Adjust layout to prevent overlap
plt.tight_layout()
# Show the plot
plt.show()
# Plotting the mean expression for the different feature selection methods
plotMeanExpressions(axs[0], filteredDF[featureReductionDF.columns], featureReductionFeatures, 'Feature Reduction Mean Expression')
plotMeanExpressions(axs[1], topPCADF, topPCAFeatures, 'PCA Mean Expression')
plotMeanExpressions(axs[2], filteredDF[researchDF.columns], researchFeatures, 'Research Features Mean Expression')
# Plotting the mean expressions of the top features for each feature selection method in normalized format
plotMeanExpressionsSubplots(createDictForFeatureSelection(
(filteredDF[featureReductionDF.columns], featureReductionFeatures),
(topPCADF, topPCAFeatures),
(filteredDF[researchDF.columns], researchFeatures)),
'Mean Expression of Top Features (Normalized)'
)
# Plotting the mean expressions of the top features for each feature selection method in non-normalized format
plotMeanExpressionsSubplots(createDictForFeatureSelection(
(filterdNonNormalizedDF[featureReductionDF.columns], featureReductionFeatures),
(filterdNonNormalizedDF[topPCADF.columns], topPCAFeatures),
(filterdNonNormalizedDF[researchDF.columns], researchFeatures)),
'Mean Expression of Top Features (Non-Normalized)'
)
5. Model training¶
In [1427]:
from collections.abc import Callable
import shap
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
from sklearn.svm import SVC
from sklearn.linear_model import LogisticRegression
# Random state for reproducibility
randomState: int = 462
# Number of folds for cross-validation
foldCount: int = 10
# Test size for train-test split
testSize: float = 0.2
# Turn on or off to show the average fold results or the final model results
onlyMainModel: bool = False
# Function to get the test and train split of the model DataFrame
def getTestTrainSplit( randomState: int, testSize: int) -> Callable:
def inner(modelDF: pd.DataFrame, targetColumn: str) -> tuple[pd.DataFrame, pd.DataFrame]:
return train_test_split(modelDF, test_size=testSize, random_state=randomState, stratify=modelDF[targetColumn])
return inner
# Aplying the settings so each feature selection method used the same
spitter: Callable = getTestTrainSplit(randomState, testSize)
# Splitting the model up into test and train set for the different feature selection methods
trainReductionDF, testReductionDF = spitter(featureReductionDF, targetColumn)
trainPCADF, testPCADF = spitter(PCADF, targetColumn)
trainResearchDF, testResearchDF = spitter(researchDF, targetColumn)
# Function to get the best parameters for a given model using GridSearchCV
def getTunedModel(model, X: pd.DataFrame, y: pd.Series, paramGrid: dict | list[dict]) -> tuple[object, dict[str, object]]:
from sklearn.model_selection import GridSearchCV
import warnings
# The scores used for parameter tuning and evaluation
scoring: tuple[str] = ('accuracy', 'f1', 'recall',)
# Using GridSearchCV to find the best parameters
gridSearch: GridSearchCV = GridSearchCV(model, paramGrid, cv=foldCount, scoring=scoring, n_jobs=-1, error_score=np.nan, refit='f1')
# Suppressing warnings during the fitting process because some models may generate warnings during hyperparameter tuning
with warnings.catch_warnings():
warnings.simplefilter("ignore")
gridSearch.fit(X, y)
# Return the best estimator
return (gridSearch.best_estimator_, gridSearch.best_params_)
# Function to create a results dictionary to store evaluation metrics
def createResultsDict() -> dict[str, object]:
return {
'test_score': [],
'roc_curves': [],
'confusion_matrices': [],
'feature_importances': [],
'classification_reports': [],
'shap_values': [],
'average_feature_importance': None,
'average_shap_values': None,
}
# Function to average multiple confusion matrices
def averageConfusionMatrices(confMatrixList):
# Collect all unique labels from rows (Actual) and columns (Predicted)
allIndexLabels = set()
allColumnLabels = set()
# Iterate through each confusion matrix to gather all unique labels
for confMatrix in confMatrixList:
allIndexLabels.update(confMatrix.index)
allColumnLabels.update(confMatrix.columns)
allIndexLabels = sorted(allIndexLabels)
allColumnLabels = sorted(allColumnLabels)
# Align each matrix to the full set of labels, filling missing values with 0
alignedMatrices = [
confMatrix.reindex(index=allIndexLabels, columns=allColumnLabels, fill_value=0)
for confMatrix in confMatrixList
]
# Stack matrices into a 3D array and compute the element-wise mean
stackedMatrices = np.stack([matrix.to_numpy() for matrix in alignedMatrices])
averagedMatrix = np.mean(stackedMatrices, axis=0)
# Adding actual and predicted labels to the averaged matrix
averagedMatrix = pd.DataFrame(averagedMatrix, index=allIndexLabels, columns=allColumnLabels)
# Ensure the DataFrame is properly indexed and labeled
averagedMatrix.index.name = 'Actual'
averagedMatrix.columns.name = 'Predicted'
# Return the averaged matrix as a DataFrame
return averagedMatrix
def averageClassificationReports(reports: list[dict]) -> dict:
avgReport: dict = {}
# Dynamically collect all class labels across all reports
allLabels: set = set()
for report in reports:
allLabels.update([key for key in report.keys() if key not in ('accuracy', 'macro avg', 'weighted avg')])
allLabels = sorted(allLabels) # Optional: sort for consistency
# Compute average per-class metrics
for label in allLabels:
labelMetrics = {}
# Get all metric keys for this label across reports (in case some metrics are missing)
allMetrics = set()
for report in reports:
if label in report:
allMetrics.update(report[label].keys())
# Calculate the average for each metric for this label
for metric in allMetrics:
values = [rep[label][metric] for rep in reports if label in rep and metric in rep[label]]
if values:
labelMetrics[metric] = np.mean(values)
avgReport[label] = labelMetrics
return avgReport
# Function to train the model and evaluate its performance
def trainModel(model, XTrain: pd.DataFrame, XTest: pd.DataFrame, yTrain: pd.Series, yTest: pd.Series, results: dict[str:int]) -> object:
from sklearn.metrics import roc_curve
from sklearn.metrics import classification_report
# Training the model based on the current fold
model.fit(XTrain, yTrain)
# Predict probabilities for the positive class
yScore = model.predict_proba(XTest)[:, 1] # Positive class
# Check if the model has a feature_importances_ attribute
hasFeatureImportances: bool = hasattr(model, 'feature_importances_')
hasCoefficients: bool = hasattr(model, 'coef_')
isMuliticlass: bool = hasattr(model, 'classes_') and len(model.classes_) > 2
# Scoring the model on the test set
results['test_score'].append(model.score(XTest, yTest))
# Storing the classification report
results['classification_reports'].append(classification_report(yTest, model.predict(XTest), output_dict=True))
# Checking if the model has support for ROC curves
if not isMuliticlass:
results['roc_curves'].append(roc_curve(yTest, yScore))
# Calculate confusion matrix
results['confusion_matrices'].append(pd.crosstab(yTest, model.predict(XTest), rownames=['Actual'], colnames=['Predicted']))
# If the model has feature importances, ro coefficients, or neither, we handle them accordingly
data: list[float] | None = None
if hasFeatureImportances:
data = (model.feature_importances_, 'Importance')
elif hasCoefficients:
data = (model.coef_[0], 'Coefficient')
# If the model has feature importances or coefficients, store them
if data is not None:
results['feature_importances'].append(pd.DataFrame(data[0], index=XTrain.columns, columns=[data[1]]).sort_values(data[1], ascending=False))
# Creating an explainer for SHAP values
explainer: shap.Explainer = shap.Explainer(model, XTrain)
# Checking if the class is TreeExplainer to determine if feature importances are available
isTreeExplainer: bool = isinstance(explainer, shap.TreeExplainer)
shapValues = explainer(XTest, check_additivity=False) if isTreeExplainer else explainer(XTest)
# Store the SHAP values
results['shap_values'].append((shapValues, XTest))
# Function that evaluates any model's performance
def modelScore(model, trainDF: pd.DataFrame, testDF: pd.DataFrame, targetColumn: str, onlyMain: bool) -> dict[str, object]:
from sklearn.model_selection import StratifiedKFold
# Creating a results dictionary to store evaluation metrics
results: dict[str, object] = createResultsDict()
# Creating a StratifiedKFold object for cross-validation
cv: StratifiedKFold = StratifiedKFold(n_splits=foldCount, shuffle=True, random_state=randomState)
# Spliting the training data into features (X) and target (y)
XTrain, yTrain = getDataXAndY(trainDF, targetColumn)
# This makes sure the correct results are added to the results dictionary
if onlyMain:
XTest, yTest = getDataXAndY(testDF, targetColumn)
# Train the model on the entire training set
trainModel(model, XTrain, XTest, yTrain, yTest, results)
else:
# Manual cross-validation loop
for trainIdx, testIdx in cv.split(XTrain, yTrain):
# Train the model and evaluate its performance
trainModel(model, XTrain.iloc[trainIdx], XTrain.iloc[testIdx], yTrain.iloc[trainIdx], yTrain.iloc[testIdx], results)
# Calculate the average confusion matrix
results['average_confusion_matrix'] = averageConfusionMatrices(results['confusion_matrices'])
# Calculate the average feature importances
if len(results['feature_importances']) > 0:
results['average_feature_importance'] = pd.concat(results['feature_importances']).groupby(level=0).mean()
# Adding the averaged classification report to results
results['average_classification_report'] = averageClassificationReports(results['classification_reports'])
if len(results['shap_values']) > 0:
# allShapValues = np.vstack(results['shap_values'])
#np.mean(np.abs(allShapValues), axis=0)
results['average_shap_values'] = results['shap_values'][0]
return results
# Function to retrieve the feature matrix (X) and target vector (y) for ech feature selection method
XReductionTrain, yReductionTrain = getDataXAndY(trainReductionDF, targetColumn)
XPCATrain, yPCATrain = getDataXAndY(trainPCADF, targetColumn)
XResearchTrain, yResearchTrain = getDataXAndY(trainResearchDF, targetColumn)
# Runs model parameter tuning and evaluation for a given model
def getModelResults(targetColumn: str, onlyMainModel: bool) -> Callable:
def inner(model, XTrain: pd.DataFrame, yTrain: pd.Series, trainDF: pd.DataFrame, testDF: pd.Series, paramGrid: dict[str, list]) -> dict[str, object]:
model, modelParams = getTunedModel(model, XTrain, yTrain, paramGrid)
results: dict[str: object] = modelScore(model, trainDF, testDF, targetColumn, onlyMainModel)
print(f"Parameters: {modelParams}")
return results
return inner
# Function to retrieve the model results for each feature selection method
modelEvaluator: Callable = getModelResults(targetColumn, onlyMainModel)
# Training the Random Forest Classifier
rf = RandomForestClassifier(random_state=randomState)
rfParamGrid: dict[str: list] = {
'n_estimators': [75, 100, 125],
'max_depth': [None, 10, 20],
'min_samples_split': [2, 3, 5],
'min_samples_leaf': [1, 2],
'max_features': ['sqrt', 'log2'],
'bootstrap': [True, False],
}
# Training the Random Forest model and evaluating its performance
print("Training Random Forest Classifier...")
rfReductionResults: dict[str: object] = modelEvaluator(rf, XReductionTrain, yReductionTrain, trainReductionDF, testReductionDF, rfParamGrid)
rfPCAResults: dict[str: object] = modelEvaluator(rf, XPCATrain, yPCATrain, trainPCADF, testPCADF, rfParamGrid)
rfResearchResults: dict[str: object] = modelEvaluator(rf, XResearchTrain, yResearchTrain, trainResearchDF, testResearchDF, rfParamGrid)
# Training a Logistic Regression model
logReg = LogisticRegression(random_state=randomState)
logRegParamGrid: list[dict[str: list]] = [
{
'C': [0.01, 0.1, 1, 10, 100],
'penalty': ['l2'],
'solver': ['lbfgs', 'liblinear'],
'max_iter': [100, 200]
},
{
'C': [0.01, 0.1, 1, 10, 100],
'penalty': ['l1', 'l2', 'elasticnet', 'none'],
'solver': ['saga'],
'max_iter': [100, 200]
},
]
# Training the Logistic Regression model and evaluating its performance
print("Training Logistic Regression Classifier...")
logRegReductionResults: dict[str: object] = modelEvaluator(logReg, XReductionTrain, yReductionTrain, trainReductionDF, testReductionDF, logRegParamGrid)
logRegPCAResults: dict[str: object] = modelEvaluator(logReg, XPCATrain, yPCATrain, trainPCADF, testPCADF, logRegParamGrid)
logRegResearchResults: dict[str: object] = modelEvaluator(logReg, XResearchTrain, yResearchTrain, trainResearchDF, testResearchDF, logRegParamGrid)
# Train a Support Vector Machine (SVM) model
svm = SVC(random_state=randomState, probability=True)
smvParamGrid: dict[str: list] = {
'kernel': ['linear'],
'C': [0.1, 1, 10, 100],
'max_iter': [750, 1000, 1250],
'class_weight': [None, 'balanced'],
}
# Training the SVM model and evaluating its performance
print("Training Support Vector Machine Classifier...")
svmReductionResults: dict[str: object] = modelEvaluator(svm, XReductionTrain, yReductionTrain, trainReductionDF, testReductionDF, smvParamGrid)
svmPCAResults: dict[str: object] = modelEvaluator(svm, XPCATrain, yPCATrain, trainPCADF, testPCADF, smvParamGrid)
svmResearchResults: dict[str: object] = modelEvaluator(svm, XResearchTrain, yResearchTrain, trainResearchDF, testResearchDF, smvParamGrid)
Training Random Forest Classifier...
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
95%|=================== | 1250/1312 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
98%|===================| 1289/1312 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
99%|===================| 1282/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
99%|===================| 1283/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
100%|===================| 1294/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
99%|===================| 1280/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
100%|===================| 1291/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'bootstrap': True, 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 75}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
97%|=================== | 1279/1312 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'bootstrap': True, 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 75}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
93%|=================== | 1219/1312 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
99%|===================| 1294/1312 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
96%|=================== | 1249/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
98%|===================| 1274/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
98%|===================| 1272/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
95%|=================== | 1228/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
94%|=================== | 1214/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
92%|================== | 1186/1296 [00:11<00:01] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
98%|===================| 1268/1296 [00:11<00:00] c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
94%|=================== | 1223/1296 [00:11<00:00]
Parameters: {'bootstrap': True, 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 75}
Training Logistic Regression Classifier...
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'lbfgs'}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'lbfgs'}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'lbfgs'}
Training Support Vector Machine Classifier...
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.1, 'class_weight': None, 'kernel': 'linear', 'max_iter': 750}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.1, 'class_weight': None, 'kernel': 'linear', 'max_iter': 750}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.1, 'class_weight': None, 'kernel': 'linear', 'max_iter': 750}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750). Consider pre-processing your data with StandardScaler or MinMaxScaler.
warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
In [1428]:
from numpy import median
# Function that plots a dictionary of model scores
def boxPlotModelScores(results: dict[str: dict[str: object]], kind: str) -> None:
# Ticks for the x-axis based on the keys of the results dictionary
keys: list[str] = list(results.keys())
# Extracting the values from the scores dictionary
scores: list[list[float]] = [score['test_score'] for score in list(results.values())]
# Plotting the box plot of model scores
plt.figure(figsize=(18, 6))
plt.boxplot(scores, vert=True, tick_labels=keys)
plt.title(f'Model Scores ({kind})', fontsize=16)
# Displaying all the datapoints recieved from the cross-validation scores
for i, score in enumerate(scores):
plt.scatter([i + 1] * len(score), score, color='red', alpha=0.5)
# Function that adds anotations to the box plot for median, min, and max values
def plotTextualValues(scores: list[float]):
yOffset = (max(scores) - min(scores)) * 0.02 # dynamic offset based on range
# Adding text annotations for each score
for i, value in enumerate(scores):
valueRounded = round(value, 3)
plt.text(
i + 1,
value + yOffset,
str(valueRounded),
ha='center',
va='bottom',
fontsize=9,
color='black',
weight='bold'
)
# Displaying the median values for each model on the box plot
plotTextualValues([median(score) for score in scores])
# Displaying the minimum and maximum values for each model on the box plot
plotTextualValues([min(score) for score in scores])
plotTextualValues([max(score) for score in scores])
# Move x-axis ticks and label to the top
ax = plt.gca()
ax.xaxis.set_ticks_position('top')
ax.xaxis.set_label_position('top')
plt.ylabel('Score')
plt.grid()
plt.tight_layout()
plt.show()
# Plotting the model scores for feature reduction
reductionScores: dict[str: dict[str: object]] = createDictForModels(rfReductionResults, logRegReductionResults, svmReductionResults)
boxPlotModelScores(reductionScores, 'Feature Reduction')
# Plotting the model scores for PCA
PCAScores: dict[str: dict[str: object]] = createDictForModels(rfPCAResults, logRegPCAResults, svmPCAResults)
boxPlotModelScores(PCAScores, 'PCA')
# Plotting the model scores for research features
researchScores: dict[str: dict[str: object]] = createDictForModels(rfResearchResults, logRegResearchResults, svmResearchResults)
boxPlotModelScores(researchScores, 'Research Features')
# Function to print the scores of the models in a readable format
def printScores(scores: dict[str: dict[str: object]], title) -> None:
print(f"\n{title}:")
for model, result in scores.items():
print(f"{model} Scores ({median(result['test_score'])}): {result['test_score']}")
# Printing scores for feature reduction, PCA, and research features
printScores(reductionScores, "Feature Reduction Model Scores")
printScores(PCAScores, "PCA Model Scores")
printScores(researchScores, "Research Features Model Scores")
Feature Reduction Model Scores: Random Forest Scores (0.6994128274616079): [0.7073170731707317, 0.6951219512195121, 0.7037037037037037, 0.7160493827160493, 0.6666666666666666, 0.7037037037037037, 0.6790123456790124, 0.6790123456790124, 0.7530864197530864, 0.6419753086419753] Logistic Regression Scores (0.6975308641975309): [0.7317073170731707, 0.7073170731707317, 0.7160493827160493, 0.7037037037037037, 0.6790123456790124, 0.691358024691358, 0.6296296296296297, 0.6296296296296297, 0.7160493827160493, 0.6666666666666666] Support Vector Machine Scores (0.6790123456790124): [0.7317073170731707, 0.6951219512195121, 0.6790123456790124, 0.7283950617283951, 0.6790123456790124, 0.6790123456790124, 0.6419753086419753, 0.654320987654321, 0.7160493827160493, 0.6790123456790124] PCA Model Scores: Random Forest Scores (0.6871424269798254): [0.7195121951219512, 0.6829268292682927, 0.691358024691358, 0.7530864197530864, 0.654320987654321, 0.6419753086419753, 0.6419753086419753, 0.654320987654321, 0.7037037037037037, 0.7037037037037037] Logistic Regression Scores (0.6748720264980428): [0.7073170731707317, 0.6707317073170732, 0.7407407407407407, 0.7283950617283951, 0.6419753086419753, 0.6666666666666666, 0.6666666666666666, 0.6790123456790124, 0.7283950617283951, 0.6666666666666666] Support Vector Machine Scores (0.6870671484492623): [0.7317073170731707, 0.6951219512195121, 0.7283950617283951, 0.7530864197530864, 0.6296296296296297, 0.654320987654321, 0.654320987654321, 0.6666666666666666, 0.7160493827160493, 0.6790123456790124] Research Features Model Scores: Random Forest Scores (0.6296296296296297): [0.6463414634146342, 0.6097560975609756, 0.6296296296296297, 0.6296296296296297, 0.5925925925925926, 0.6049382716049383, 0.6419753086419753, 0.654320987654321, 0.6666666666666666, 0.6049382716049383] Logistic Regression Scores (0.6234567901234568): [0.6829268292682927, 0.6707317073170732, 0.6296296296296297, 0.6172839506172839, 0.6172839506172839, 0.6172839506172839, 0.5925925925925926, 0.6296296296296297, 0.6419753086419753, 0.6049382716049383] Support Vector Machine Scores (0.6296296296296297): [0.6951219512195121, 0.6585365853658537, 0.5925925925925926, 0.6296296296296297, 0.6296296296296297, 0.6172839506172839, 0.5555555555555556, 0.6419753086419753, 0.6296296296296297, 0.6049382716049383]
6.2. Confusions Matrixces¶
In [1429]:
from matplotlib.axes import Axes
# Function that displays any given confusion matrix on a specified axis
def plotConfusionMatrix(ax: Axes, results, name: str = 'Confusion Matrix', showYLabels: bool = False) -> None:
averageConfusionMatrix: pd.DataFrame = results['average_confusion_matrix']
# Plotting the confusion matrix using seaborn's heatmap
sns.heatmap(averageConfusionMatrix, annot=True, fmt='.1f', cmap='Blues', cbar=False, ax=ax)
ax.set_title(name)
# Getting the x and y ticks from the confusion matrix
xTicks: list[str] = averageConfusionMatrix.columns.tolist()
yTicks: list[str] = [categoryNameMap.get(int(label), label) for label in averageConfusionMatrix.index]
# Displaying the ticks on both axes
ax.set_xticklabels(xTicks, rotation=45, ha='right')
ax.set_yticklabels(yTicks, rotation=0)
# Used for fine control and less redundant labels
if not showYLabels:
ax.set_ylabel('')
ax.set_yticklabels([])
# Function to plot confusion matrices for different models in a subplot
def plotConfusionMatrixSubPlot(matrices: dict[str, dict], kind: str):
# Creating a subplot figure with 3 columns for each model's confusion matrix
fig, ax = plt.subplots(1, 3, figsize=(18, 6))
# Title for the entire figure
fig.suptitle(f'Confusion Matrices for Different Models ({kind})', fontsize=16)
# Plotting each confusion matrix in its respective subplot
for i, (modelName, results) in enumerate(matrices.items()):
plotConfusionMatrix(ax[i], results, modelName, showYLabels=(i == 0))
plt.tight_layout()
plt.show()
# Plotting the confusion matrices for the feature reduction method
plotConfusionMatrixSubPlot(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
# Plotting the confusion matrices for the PCA method
plotConfusionMatrixSubPlot(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
# Plotting the confusion matrices for the research features method
plotConfusionMatrixSubPlot(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
# Printing confusion matrices for each model in a readable format
def printAverageConfusionMatrices(matrices: dict[str, dict], kind: str) -> None:
for modelName, results in matrices.items():
print(f"\n{modelName} Average Confusion Matrix ({kind}):")
print(results['average_confusion_matrix'])
# Printing the average confusion matrices for feature reduction, PCA, and research features
printAverageConfusionMatrices(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
printAverageConfusionMatrices(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
printAverageConfusionMatrices(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
Random Forest Average Confusion Matrix (Feature Reduction): Predicted 1 6 11 Actual 0 0.2 0.1 0.0 1 34.4 2.6 0.2 2 0.9 0.1 0.0 3 0.1 0.1 0.0 5 1.1 0.0 0.0 6 2.3 21.3 1.4 7 0.0 0.4 0.0 8 0.0 0.3 0.0 9 0.0 1.4 0.1 10 0.2 0.2 0.0 11 0.4 7.5 0.7 12 0.2 1.6 0.0 13 0.0 0.2 0.0 14 0.1 1.0 0.0 16 0.0 0.2 0.0 17 0.0 1.7 0.2 Logistic Regression Average Confusion Matrix (Feature Reduction): Predicted 1 6 Actual 0 0.2 0.1 1 33.1 4.1 2 1.0 0.0 3 0.2 0.0 5 1.1 0.0 6 2.3 22.7 7 0.0 0.4 8 0.0 0.3 9 0.0 1.5 10 0.0 0.4 11 0.1 8.5 12 0.1 1.7 13 0.0 0.2 14 0.1 1.0 16 0.0 0.2 17 0.0 1.9 Support Vector Machine Average Confusion Matrix (Feature Reduction): Predicted 1 6 Actual 0 0.2 0.1 1 32.4 4.8 2 0.9 0.1 3 0.1 0.1 5 1.1 0.0 6 1.5 23.5 7 0.0 0.4 8 0.0 0.3 9 0.0 1.5 10 0.0 0.4 11 0.1 8.5 12 0.1 1.7 13 0.0 0.2 14 0.1 1.0 16 0.0 0.2 17 0.0 1.9 Random Forest Average Confusion Matrix (PCA): Predicted 1 6 11 14 17 Actual 0 0.2 0.1 0.0 0.0 0.0 1 34.2 3.0 0.0 0.0 0.0 2 0.9 0.1 0.0 0.0 0.0 3 0.2 0.0 0.0 0.0 0.0 5 1.1 0.0 0.0 0.0 0.0 6 3.1 20.5 1.2 0.1 0.1 7 0.0 0.4 0.0 0.0 0.0 8 0.0 0.3 0.0 0.0 0.0 9 0.0 1.1 0.4 0.0 0.0 10 0.0 0.4 0.0 0.0 0.0 11 0.1 7.6 0.9 0.0 0.0 12 0.1 1.7 0.0 0.0 0.0 13 0.0 0.2 0.0 0.0 0.0 14 0.0 1.0 0.1 0.0 0.0 16 0.0 0.2 0.0 0.0 0.0 17 0.0 1.6 0.3 0.0 0.0 Logistic Regression Average Confusion Matrix (PCA): Predicted 1 6 Actual 0 0.3 0.0 1 35.3 1.9 2 1.0 0.0 3 0.2 0.0 5 1.1 0.0 6 4.3 20.7 7 0.0 0.4 8 0.0 0.3 9 0.0 1.5 10 0.1 0.3 11 0.1 8.5 12 0.1 1.7 13 0.1 0.1 14 0.4 0.7 16 0.0 0.2 17 0.1 1.8 Support Vector Machine Average Confusion Matrix (PCA): Predicted 1 6 Actual 0 0.2 0.1 1 34.2 3.0 2 1.0 0.0 3 0.2 0.0 5 1.1 0.0 6 3.1 21.9 7 0.0 0.4 8 0.0 0.3 9 0.0 1.5 10 0.0 0.4 11 0.0 8.6 12 0.1 1.7 13 0.0 0.2 14 0.4 0.7 16 0.0 0.2 17 0.1 1.8 Random Forest Average Confusion Matrix (Research Features): Predicted 1 6 10 11 Actual 0 0.3 0.0 0.0 0.0 1 32.6 4.3 0.0 0.3 2 0.8 0.2 0.0 0.0 3 0.1 0.1 0.0 0.0 5 1.1 0.0 0.0 0.0 6 5.7 17.9 0.1 1.3 7 0.1 0.2 0.0 0.1 8 0.0 0.3 0.0 0.0 9 0.3 1.2 0.0 0.0 10 0.0 0.1 0.0 0.3 11 1.3 6.8 0.0 0.5 12 0.4 1.3 0.0 0.1 13 0.1 0.1 0.0 0.0 14 0.1 1.0 0.0 0.0 16 0.1 0.1 0.0 0.0 17 0.3 1.4 0.0 0.2 Logistic Regression Average Confusion Matrix (Research Features): Predicted 1 6 Actual 0 0.3 0.0 1 33.6 3.6 2 1.0 0.0 3 0.2 0.0 5 1.1 0.0 6 7.4 17.6 7 0.1 0.3 8 0.1 0.2 9 0.3 1.2 10 0.0 0.4 11 2.2 6.4 12 0.5 1.3 13 0.1 0.1 14 0.3 0.8 16 0.0 0.2 17 0.3 1.6 Support Vector Machine Average Confusion Matrix (Research Features): Predicted 1 6 Actual 0 0.2 0.1 1 31.7 5.5 2 0.8 0.2 3 0.1 0.1 5 1.1 0.0 6 5.9 19.1 7 0.1 0.3 8 0.0 0.3 9 0.3 1.2 10 0.0 0.4 11 1.3 7.3 12 0.3 1.5 13 0.0 0.2 14 0.1 1.0 16 0.0 0.2 17 0.1 1.8
6.3. Feature Importances and Coefficients¶
In [1430]:
# Function that displays a bar chart of the feature importances for a given model
def plotFeatureImportances(ax: Axes, results, name: str = 'Feature Importances', showYLabels: bool = False) -> None:
# All plots will have a tile even if they are empty
ax.set_title(name)
# Checking if the model has supported for feature importances
importances: list[float] | None = results['average_feature_importance']
if importances is not None and not importances.empty:
# Retrieving the unique column name for sorting
columnName: str = importances.columns[0] if not importances.empty else 'Importance'
# Sorting the importances by the specified column name
importances = importances.sort_values(by=columnName, ascending=True, key=lambda x: abs(x))
# Plotting the feature importances using the internal pandas plotting function
importances.plot(kind='barh', ax=ax, color='skyblue')
# Specificly setting the x-axis label to the column name
ax.set_xlabel(columnName)
# Used for fine control and less redundant labels
if showYLabels:
ax.set_ylabel('Features')
else:
# Schowing a message if there are no feature importances available
ax.text(0.5, 0.5, 'No feature importances available', horizontalalignment='center', verticalalignment='center', fontsize=12)
# Hiding the x and y axis ticks for the empty plot
ax.set_xticks([])
ax.set_yticks([])
# Function to plot feature importances for different models in a subplot
def plotConfusionImportancesSubPlot(importances: dict[str, dict], kind: str):
# Creating a subplot figure with 3 columns for each model's feature importances
fig, ax = plt.subplots(1, 3, figsize=(18, 6))
# Title for the entire figure
fig.suptitle(f'Feature Importances and Coefficients for Different Models ({kind})', fontsize=16)
# Plotting each feature importance in its respective subplot
for i, (modelName, results) in enumerate(importances.items()):
plotFeatureImportances(ax[i], results, modelName, showYLabels=(i == 0))
plt.tight_layout()
plt.show()
# Plotting the feature importances for the feature reduction method
plotConfusionImportancesSubPlot(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
# Plotting the feature importances for the PCA method
plotConfusionImportancesSubPlot(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
# Plotting the feature importances for the research features method
plotConfusionImportancesSubPlot(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
# printing the feature importances for feature reduction, PCA, and research features
def printAverageFeatureImportances(importances: dict[str, dict], kind: str) -> None:
for modelName, results in importances.items():
print(f"\n{modelName} Average Feature Importances ({kind}):")
if results['average_feature_importance'] is not None:
print(results['average_feature_importance'])
else:
print("No feature importances available")
# Printing the average feature importances for feature reduction, PCA, and research features
printAverageFeatureImportances(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
printAverageFeatureImportances(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
printAverageFeatureImportances(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
Random Forest Average Feature Importances (Feature Reduction):
Importance
AC004982.2_tpm_unstranded 0.099478
AC010168.1_tpm_unstranded 0.116679
AC104667.2_tpm_unstranded 0.080082
AL512363.1_tpm_unstranded 0.155131
KRT7-AS_tpm_unstranded 0.094600
LINC00482_tpm_unstranded 0.078574
LINC00885_tpm_unstranded 0.089368
LINC01503_tpm_unstranded 0.122583
LINC02478_tpm_unstranded 0.070992
Z98257.1_tpm_unstranded 0.092512
Logistic Regression Average Feature Importances (Feature Reduction):
Coefficient
AC004982.2_tpm_unstranded -0.025508
AC010168.1_tpm_unstranded 0.016228
AC104667.2_tpm_unstranded -0.021644
AL512363.1_tpm_unstranded 0.029779
KRT7-AS_tpm_unstranded -0.027341
LINC00482_tpm_unstranded -0.005208
LINC00885_tpm_unstranded 0.017176
LINC01503_tpm_unstranded 0.024123
LINC02478_tpm_unstranded -0.007035
Z98257.1_tpm_unstranded -0.021591
Support Vector Machine Average Feature Importances (Feature Reduction):
Coefficient
AC004982.2_tpm_unstranded -0.001211
AC010168.1_tpm_unstranded -0.002462
AC104667.2_tpm_unstranded -0.004452
AL512363.1_tpm_unstranded 0.000978
KRT7-AS_tpm_unstranded -0.000785
LINC00482_tpm_unstranded 0.002623
LINC00885_tpm_unstranded -0.001452
LINC01503_tpm_unstranded 0.001471
LINC02478_tpm_unstranded 0.003334
Z98257.1_tpm_unstranded -0.000651
Random Forest Average Feature Importances (PCA):
Importance
PC1 0.068043
PC10 0.064611
PC2 0.302041
PC3 0.088602
PC4 0.113435
PC5 0.065473
PC6 0.075759
PC7 0.078020
PC8 0.068974
PC9 0.075041
Logistic Regression Average Feature Importances (PCA):
Coefficient
PC1 0.002324
PC10 -0.001536
PC2 0.025090
PC3 0.004869
PC4 0.011953
PC5 0.017495
PC6 0.016718
PC7 -0.002567
PC8 0.008243
PC9 0.012427
Support Vector Machine Average Feature Importances (PCA):
Coefficient
PC1 -0.001215
PC10 0.002596
PC2 0.000215
PC3 -0.003515
PC4 0.000519
PC5 0.002268
PC6 0.002159
PC7 -0.000253
PC8 -0.001854
PC9 0.004136
Random Forest Average Feature Importances (Research Features):
Importance
AC068228.1_tpm_unstranded 0.114528
AL606489.1_tpm_unstranded 0.166185
HOXA11-AS_tpm_unstranded 0.137251
LINC01843_tpm_unstranded 0.127977
MALAT1_tpm_unstranded 0.114018
MIR22HG_tpm_unstranded 0.098425
SATB2-AS1_tpm_unstranded 0.105864
SNHG1_tpm_unstranded 0.135752
Logistic Regression Average Feature Importances (Research Features):
Coefficient
AC068228.1_tpm_unstranded -0.008738
AL606489.1_tpm_unstranded -0.005675
HOXA11-AS_tpm_unstranded -0.000281
LINC01843_tpm_unstranded -0.018344
MALAT1_tpm_unstranded 0.005288
MIR22HG_tpm_unstranded -0.007561
SATB2-AS1_tpm_unstranded 0.013076
SNHG1_tpm_unstranded 0.006128
Support Vector Machine Average Feature Importances (Research Features):
Coefficient
AC068228.1_tpm_unstranded 0.000032
AL606489.1_tpm_unstranded 0.000081
HOXA11-AS_tpm_unstranded 0.000002
LINC01843_tpm_unstranded -0.000239
MALAT1_tpm_unstranded 0.000025
MIR22HG_tpm_unstranded 0.000008
SATB2-AS1_tpm_unstranded -0.000005
SNHG1_tpm_unstranded -0.000105
6.4. Roc Curves (AUC)¶
In [1431]:
def plotRocCurve(ax: Axes, results: dict[str: object], name: str = 'ROC Curve', showYLabel: bool = False) -> None:
from sklearn.metrics import auc
import numpy as np
# Keeping track of the tprs and aucs for plotting the mean ROC curve
tprs: list = []
aucs: list = []
baseFpr = np.linspace(0, 1, 100)
# Retrieving the ROC curves from the results dictionary
rocCurves: list = results['roc_curves']
if len(rocCurves) == 0:
print(f"No ROC curves available for {name}.")
return
# Looping through each ROC curve to plot it
for i, (fpr, tpr, _) in enumerate(rocCurves):
# Calculatiing the area under the curve (AUC) for statistical analysis
aucValue: float = auc(fpr, tpr)
# Plotting each ROC curve
ax.plot(fpr, tpr, lw=1, alpha=0.3 if len(rocCurves) > 1 else 1, label=f'ROC fold {i + 1} ({aucValue:.2f})')
# Calculating the AUC for each ROC curve
aucs.append(aucValue)
tprInterp = np.interp(baseFpr, fpr, tpr)
tprInterp[0] = 0.0
tprs.append(tprInterp)
# Calculating the average ROC curve and AUC
meanTpr: list = np.mean(tprs, axis=0)
meanTpr[-1] = 1.0
meanAuc: float = auc(baseFpr, meanTpr)
stdUuc: float = np.std(aucs)
# Plotting the average ROC curve
if len(tprs) > 1:
ax.plot(baseFpr, meanTpr, color="b", label=r"Mean ROC (AUC = %0.2f $\pm$ %0.2f)" % (meanAuc, stdUuc), lw=2, alpha=0.8)
# Plotting the example random guessing line
ax.plot([0, 1], [0, 1], 'k--', label='Random Guessing')
ax.set_xlabel('False Positive Rate')
# Used for fine control and less redundant labels
if showYLabel:
ax.set_ylabel('True Positive Rate')
# Setting the x and y and placing the legend on an empty part of the plot
ax.set_title(name)
ax.legend(loc='lower right')
# Function to plot ROC curves for different models in a subplot
def plotRocCurvesSubPlot(curves: dict[str, dict], kind: str):
# Creating a subplot figure with 3 columns for each model's ROC curve
fig, ax = plt.subplots(1, 3, figsize=(18, 6))
# Title for the entire figure
fig.suptitle(f'ROC Curves for Different Models ({kind})', fontsize=16)
# Plotting each ROC curve in its respective subplot
for i, (modelName, results) in enumerate(curves.items()):
plotRocCurve(ax[i], results, modelName)
plt.tight_layout()
plt.show()
# Plotting the ROC curves for the feature reduction method
plotRocCurvesSubPlot(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
# Plotting the ROC curves for the PCA method
plotRocCurvesSubPlot(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
# Plotting the ROC curves for the research features method
plotRocCurvesSubPlot(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
# Printing auc values for each model in a readable format
def printAucValues(curves: dict[str, dict], kind: str) -> None:
from sklearn.metrics import auc
for modelName, results in curves.items():
if len(results['roc_curves']) > 0:
aucs: list = [auc(fpr, tpr) for fpr, tpr, _ in results['roc_curves']]
print(f"\n{modelName} AUC Values ({kind}): {aucs}")
else:
print(f"\n{modelName} has no ROC curves available ({kind}).")
No ROC curves available for Random Forest. No ROC curves available for Logistic Regression. No ROC curves available for Support Vector Machine.
No ROC curves available for Random Forest. No ROC curves available for Logistic Regression. No ROC curves available for Support Vector Machine.
No ROC curves available for Random Forest. No ROC curves available for Logistic Regression. No ROC curves available for Support Vector Machine.
6.5. Classification Reports¶
In [1432]:
def plotClassificationReport(ax: Axes, results, name: str = 'Classification Report', showYLabels: bool = False) -> None:
import pandas as pd
# This flattens the report into a DataFrame for easy plotting
reportDataFrame: pd.DataFrame = pd.DataFrame(results['average_classification_report']).T
# Keep only the desired metrics (ignore 'support')
plotDataFrame: pd.DataFrame = reportDataFrame.drop(columns=['support'], errors='ignore')
# Capitalizing each column name and appending the mean value for each class
plotDataFrame.columns = [f"{column.capitalize()} ({plotDataFrame[column].mean():.2f})" for column in plotDataFrame.columns]
# Plot using built-in pandas plotting function
plotDataFrame.plot(kind='bar', colormap='viridis', ax=ax)
ax.set_title(name)
# Used for fine control and less redundant labels
if showYLabels:
ax.set_ylabel('Score')
# Setting the y scale to be between 0 and 1 to match the classification report scores
ax.set_ylim(0, 1)
# Setting the grid to be vertical for better readability
ax.grid(axis='y')
# Adding text labels on top of the bars
for p in ax.patches:
ax.annotate(f'{p.get_height():.2f}', (p.get_x() + p.get_width() / 2., p.get_height()),
ha='center', va='bottom', fontsize=10, color='black')
# Setting the x-ticks to show the the category names using the categoryNameMap
ax.set_xticklabels([categoryNameMap.get(int(label), label) for label in plotDataFrame.index], rotation=45, ha='right')
# Function to plot classification reports for different models in a subplot
def plotClassificationReportsSubPlot(reports: dict[str, dict], kind: str):
# Creating a subplot figure with 3 columns for each model's ROC curve
fig, ax = plt.subplots(1, 3, figsize=(18, 6))
# Title for the entire figure
fig.suptitle(f'Classification Reports for Different Models ({kind})', fontsize=16)
# Plotting ech classification report in its respective subplot
for i, (modelName, results) in enumerate(reports.items()):
plotClassificationReport(ax[i], results, modelName, showYLabels=(i == 0))
plt.tight_layout()
plt.show()
# Plotting the classification reports for the feature reduction method
plotClassificationReportsSubPlot(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
# Plotting the classification reports for the PCA method
plotClassificationReportsSubPlot(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
# Plotting the classification reports for the research features method
plotClassificationReportsSubPlot(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
# Function to print the classification reports for each model in a readable format
def printClassificationReports(reports: dict[str, dict], kind: str) -> None:
for modelName, results in reports.items():
print(f"\n{modelName} Average Classification Report ({kind}):")
print(pd.DataFrame(results['average_classification_report']).T)
# Printing the classification reports for feature reduction, PCA, and research features
printClassificationReports(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
printClassificationReports(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
printClassificationReports(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
Random Forest Average Classification Report (Feature Reduction):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.892248 0.863107 0.924609
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.116597 0.275000 0.080556
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.668422 0.551423 0.852000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Logistic Regression Average Classification Report (Feature Reduction):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.877003 0.867898 0.889403
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.000000 0.000000 0.000000
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.668455 0.529985 0.908000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Support Vector Machine Average Classification Report (Feature Reduction):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.878357 0.889202 0.870626
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.000000 0.000000 0.000000
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.674827 0.527140 0.940000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Random Forest Average Classification Report (PCA):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.887081 0.858470 0.919132
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.144103 0.298333 0.104167
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.648517 0.537109 0.820000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Logistic Regression Average Classification Report (PCA):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.879277 0.819855 0.948862
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.000000 0.000000 0.000000
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.655581 0.543079 0.828000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Support Vector Machine Average Classification Report (PCA):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.881369 0.849659 0.919061
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.000000 0.000000 0.000000
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.665335 0.537738 0.876000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Random Forest Average Classification Report (Research Features):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.809936 0.754544 0.876174
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.085530 0.180952 0.058333
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.595087 0.512233 0.716000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Logistic Regression Average Classification Report (Research Features):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.793412 0.709792 0.902987
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.000000 0.000000 0.000000
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.600176 0.526190 0.704000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
Support Vector Machine Average Classification Report (Research Features):
support f1-score precision recall
0 1.0 0.000000 0.000000 0.000000
1 37.2 0.799436 0.755016 0.851849
10 1.0 0.000000 0.000000 0.000000
11 8.6 0.000000 0.000000 0.000000
12 1.8 0.000000 0.000000 0.000000
13 1.0 0.000000 0.000000 0.000000
14 1.1 0.000000 0.000000 0.000000
16 1.0 0.000000 0.000000 0.000000
17 1.9 0.000000 0.000000 0.000000
2 1.0 0.000000 0.000000 0.000000
3 1.0 0.000000 0.000000 0.000000
5 1.1 0.000000 0.000000 0.000000
6 25.0 0.595890 0.489714 0.764000
7 1.0 0.000000 0.000000 0.000000
8 1.0 0.000000 0.000000 0.000000
9 1.5 0.000000 0.000000 0.000000
6.6. SHAP Visualizations¶
In [1433]:
# Function to plot SHAP values into a given Axes
def plotShapValues( results, name: str = 'SHAP Values') -> None:
# Verifying that the model has SHAP values available
avarageShap = results['average_shap_values']
if avarageShap is None:
return
# Retrieving the SHAP values and the corresponding test set
shapValues, X_test = avarageShap
# Checking if the shap values only support a bar plot type
if isinstance(shapValues, shap._explanation.Explanation):
plotType: str = 'bar'
else:
# Defaulting to a dot plot type if not specified
plotType: str = 'dot'
# Plotting the shap values into a dot plot
shap.summary_plot(shapValues, X_test, plot_type=plotType, plot_size=None, show=False)
# Styling the plots to match in size and appearance
plt.gcf().set_size_inches(10, 5)
plt.title(name)
plt.tight_layout()
plt.show()
# Function to plot SHAP values for different models in a subplot
def plotShapValuesPlots(shapResults: dict[str, dict], kind: str):
print(f"\nSHAP Values for {kind}:")
# Plotting each SHAP value in its respective subplot
for modelName, results in shapResults.items():
plotShapValues(results, modelName)
# Plotting SHAP values for feature reduction
plotShapValuesPlots(createDictForModels(
rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
# Plotting SHAP values for PCA
plotShapValuesPlots(createDictForModels(
rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
# Plotting SHAP values for research features
plotShapValuesPlots(createDictForModels(
rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
SHAP Values for Feature Reduction:
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\shap\plots\_beeswarm.py:1153: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations. pl.tight_layout() C:\Users\wasda\AppData\Local\Temp\ipykernel_27824\3049251755.py:24: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations. plt.tight_layout()
SHAP Values for PCA:
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\shap\plots\_beeswarm.py:1153: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations. pl.tight_layout() C:\Users\wasda\AppData\Local\Temp\ipykernel_27824\3049251755.py:24: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations. plt.tight_layout()
SHAP Values for Research Features:
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\shap\plots\_beeswarm.py:1153: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations. pl.tight_layout() C:\Users\wasda\AppData\Local\Temp\ipykernel_27824\3049251755.py:24: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations. plt.tight_layout()
